{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:21.490751Z",
     "start_time": "2021-07-11T13:09:20.871938Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:21.824473Z",
     "start_time": "2021-07-11T13:09:21.491685Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timeindex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03 09:01:00</th>\n",
       "      <td>2885.447</td>\n",
       "      <td>2885.754</td>\n",
       "      <td>2895.206</td>\n",
       "      <td>2878.535</td>\n",
       "      <td>64796.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03 09:02:00</th>\n",
       "      <td>2886.598</td>\n",
       "      <td>2890.491</td>\n",
       "      <td>2894.599</td>\n",
       "      <td>2884.694</td>\n",
       "      <td>23852.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03 09:03:00</th>\n",
       "      <td>2891.837</td>\n",
       "      <td>2953.977</td>\n",
       "      <td>2985.279</td>\n",
       "      <td>2890.007</td>\n",
       "      <td>130530.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03 09:04:00</th>\n",
       "      <td>2953.214</td>\n",
       "      <td>2947.205</td>\n",
       "      <td>2958.096</td>\n",
       "      <td>2939.512</td>\n",
       "      <td>66118.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03 09:05:00</th>\n",
       "      <td>2946.176</td>\n",
       "      <td>2957.059</td>\n",
       "      <td>2965.828</td>\n",
       "      <td>2946.176</td>\n",
       "      <td>69890.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         open     close      high       low    volume\n",
       "timeindex                                                            \n",
       "2017-01-03 09:01:00  2885.447  2885.754  2895.206  2878.535   64796.0\n",
       "2017-01-03 09:02:00  2886.598  2890.491  2894.599  2884.694   23852.0\n",
       "2017-01-03 09:03:00  2891.837  2953.977  2985.279  2890.007  130530.0\n",
       "2017-01-03 09:04:00  2953.214  2947.205  2958.096  2939.512   66118.0\n",
       "2017-01-03 09:05:00  2946.176  2957.059  2965.828  2946.176   69890.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('RB8888.csv').set_index('timeindex')\n",
    "# df.index = pd.to_datetime(df.index)\n",
    "price = df['close']\n",
    "volume = df['volume']\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:22.066602Z",
     "start_time": "2021-07-11T13:09:21.829156Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9/+UF9gtLRBSH4j2CJivMRGFUXesJmzOsS3MHS0J2NG+QAQA4s6v5d2UnqQkApAigvKoWb87f5jW94GCJ1/vfv7EowFISEcU/fWNCvGHiEqIwykj3PL7PTOP9aKyb97dc/LLlEPq0bRTQekbn/UEdmxgu+9Oa/cEUjYgoocR7hZlXdKIwqaqpxQPfrHG/n9i3tYOlIa0npq43nF4/Iw0T+gT+PRmd9rUt0dqwgnmbfKNyEBElmzivL7PCTPFHny3t1y2HHSqJt18LDiNv0yH3+xSLgWEUXf/9ZbvPtNM7NQ3b9kf3aAFA6ZYBwCtd9jZN5BQiomSl754Wb1hhprhTUe2d/OGqt5c4VBJvtboRDTW18Z0GNNE1sRHNwuXVK0+1nD+6Z0sA8T+ohYgoUq58Kzau1cFihZnijlHUgliwaneR1/up+fucKQjZ0j27ge1lJ/Ztje1PTTSdf3qnZuEoEhERxSgO+iMKk//8XOD1fvYG9l2NZX8ZZ558xIgQApcMaoeerRpiWGfvCnKPVr7JTew4tUNjrNhVFNS6RETx7ImL+jhdhICwwkxxJ94HDlBsCOZJxb8u7R/WMnz2p2Ho9sA0AEpQf7sh7IiI4t2+onKnixAQdskgx52srMH+4/H1wyEKh/RUzym4hh2giSiJxFuYOVaYyXF/eGsxhj41x+liUBJZdN+YiH+GfhCoXv107/eFx05GsDQUjIrqGt7IEEVI0/r2B17HAlaYyXEr1T6c+kFzROE0oXcr92t9aMJIqJUSP+bvNZ3/yLC6Xu9z/5UX4RJRoHo8OB0XvPKr08UgSkgT+rTyv1AMYYWZYsaFryywtRzbeygQUn3st2znMfe0OhHKwvj6VZ7wc+XVtbj945UAgLQUgScv6uue95ex3dCiHk+/8WDtnhNOF4EoIaWlxNc5ML5KSwnvWHlwLX+7j5aFuSSJY8fh0qTuI77jiHJsHCmtcE8TCN/guj+N7Ox+PaFPa/x9Qk8AwK4jnmOyulairyb9NrNAElGyi7P6MivMFFvuyjuJg8WBV+4m/vuXCJQmMeT+Ky+p+4hP/iofgBJdJTsrA0B4Y3nfNd47PN2aPUUAgOvfXeo1vVqTyCaVZ14iSnKpcRYViGHlKOas3n0c43tlms6XBiNriyuqI1mkuLRy1zFUc8AS9hR5BtP98OczMX/zYbRomBG27Wemp3q9/2nNfgDAgRMVpsulxlvTChFRmMVqEjIzts/aQohUIcRKIcSP6vumQohZQogt6v9NNMveJ4QoEEJsEkKcrZk+SAixRp33kmDQUTKwoOCw5fx4qgPW1Ep8s7LQb8SESLjo1YW49PVF7vdVNcmZqrtjs3oAgMEdm6Blw0xcMqidI+XQRltI01wodkyZ5ERxKABr9xx3ughECSeeruVAYF0y/gJgg+b9ZABzpJTdAMxR30MI0QvA5QB6A5gA4FUhhKtp5TUANwPopv6bEFLpKSHlbbKXIe/BSadEuCShe2fBdtz12Wp8vmy300VBaZK2wp+srAHg2xIcKWbZq7ppUnEXlVVFpSwUHvd/s8bpIhAlnHhrMbVVYRZCtAMwCcBbmskXAHhPff0egAs10z+VUlZIKbcDKAAwRAjRGkCWlHKRVJ6pv69Zh8hth2aw1JGSCneFx029K42HBxRr1JapwyUVfpaMvMd+XO90ERxRXqW0rGemR6cbRIMM455uGWmeCnscHLpJT9v1a8M+RsogCrcmcRaH2W4f5hcB3AugoWZatpRyHwBIKfcJIVqq09sCWKxZrlCdVqW+1k/3IYS4GUpLNLKzs5GXl2ezmOFTUlLiyOeSwrXvr5teCgB4d0J997ySSuVCtq2gwGudv/1vJga0TEPbBrHTP/S7VUoc3udmbkaflD2OluXrFXtwfssin+mJfqwfO6HcgB0/diSsf+dtAzLQoq7w2eaGvb4t+U+eWRd5eXnISAUqaoAd61YAlaU+6yby9xAL7B7rtVLihhmeG/eqGsnvJgSJfo6JRbG4z7s0SkFmGrDuiNKIEWvl88dvhVkIcS6Ag1LK5UKIXBvbNGo7kRbTfSdK+SaANwFg8ODBMjfXzseGV15eHpz43KQ0farPJPe+V+dpv4ujpZXAz7PQrVtXYKOn1fSLzVWYtlNi7aNnwwmdluVh++FSw3kSiP7xZLVfNRL9WC/JmwGgGtktWyI391S/y9uVazK9ePVeIH+l17Q/nKtkFrxbbMVT0zbirDGjsPDX+ZbHOYWf3WO9uqYWmDHNa1pubi6On6xC/TqpSGOYk4Ak+jkmFsXiPr9u+lS0bVwXgDIQO9bK54+dFubhAM4XQkwEkAkgSwjxIYADQojWautyawCujqeFANpr1m8HYK86vZ3BdKKAuB6VGnXJqKiu8ZkWLWaP4skZBQdL8MWy3e479aGdm0Xlc1Ms+lv8aVQX/GlUl6iUg4K344jvje/2w6UY/a88XDigDV68fKADpSKKf9qoRfHG722ylPI+KWU7KWUOlMF8P0sprwLwPYBr1cWuBfCd+vp7AJcLITKEEJ2gDO5bqnbfKBZCDFWjY1yjWYfI0rq9x3HbRytQXVPrfixhVC9xsl9zNNItV1bX4raPV2DroZKIf1a8u+n9ZXhj/jacKFe6SEQreUucRUoiA0bnkdFq6vJvV3naeY6frEJxOQdwEiWDUJ4rTQEwXgixBcB49T2klOsAfA5gPYDpAG6TUrqa/W6FMnCwAMBWANP0GyUyMumlXzF1zT5MXbMP0mLQXzQqrWaqamtxVq9srH74rIh9xopdxzA1fx/u+8ozan/upoPocv9POMELtxd995ize7eKyueGcs/279lbwlcQCprVUwKX3722EP0fnYm+j8yMQomIEkurLPNcC7EqoGfIUso8AHnq6yMAxpos9wSAJwymLwNgHHOJyIZnZ2zC539qCgCocrBybKS2ViIzPRWN6qVH7DNcl3Gp6f7/4qzNqKmV2HaoFAPaN7Zcf+2e4+ijSdGcTPq2i87fHcpTjhdmb0b37AY4h6mzHWWna9fynceiUBKixLPu0bPjLmkJwNTYFGcKj53Ep0t3AQD+PSe2WuNqpIz4ScAV6F3bAra6UAldd/ykcQuzNqvduf/5NWFbomevP4CnflJCxW8+UOxYOey0Tlq5+/PVYSoJBetoaaXlfCcSERElivoZaVGLix9OrDCT487tF1hr2oKtRwCYVxCdsvvoSXyzUgkdd0uEBna5ssUt2X7UZ96eY8aDKX7+6yiv97d/vNJwuXh3o9pnGQDOemG+Y+UI9Z7pZJVzA1dJ0ay+der0fGb+I7KtuqYWOZN9ozbFG1aYyXGN6hp3YdAmDtCKxb5Pt3643Ov9+f3bWC6/aOsRLPSTAlxr66ESvDh7M7brRu9r++kO7NDYcN2Gmd77d/7mQ7Y/Nx453fpXaHLjQvGjxs8xdOErC7zeVydp2nkiO46WWT+xiReMg0WOM7s0VZtctKau2QcAaN+0Lnq1zsKMdQciVDJ7TpRXYdra/V7TKv1cQK/4r5LbZ8eUSbY+Y+xz83ymLdtxFJe8vsj9/tOlu/DoBck5REB7c/Xpb75pyC8eaJgjKSK+XhlagprcHi3CVBIKVq3JzbqZ2RsOYkKf6AwqJYo3Ganx1/3CCFuYKWaV+3k0XXjsJC47rb3PdH/9D8PN1W9WyyeddwRoK8sA8N6inabLds9u4H4dqe4iTtK2CN7/zRqf+U9c1DdqZenTJiuk9fsm6aDMWOKvhVlvyfYjESoJUfz7cIn5tSmesMJMjjNrzPHXl/P0Tk0xpme2z/SlUb54paX4/ozKKn3TI0eDq7vFL1u8u130a9fY/fr1eVujWaSoqPHTIlgnLXqnuokhRrgoi8LNFllbE2Af5W4tG0aoJETx79kZm5wuQliwwkwxq7zSulvDkJymhtPNunJEyk9qFxEto0gJv2w5hK2HSrBNk3TErJ92sK7531I89O1aXP32Uu/pwzqG9XNizfEy8wGgHZvVi2oIo2A+6bELertft29SN3yFoaA8+O3agJY/liB9NInIHCvMFAOMK43lfmKhdmpR33D6wq3RbWE+YtAFpJ9BzN+r316Ksc/N80q7G+ijXzs+WOz7+KtlQ89AyUCjksSD/y3YYTpv9t2jTOdF2mWD2+PK0zv4Xe6aYTnu16mpPC07KZib2GdnbLIVu5mI4hfPzBSTqmtqfTK16bVuZNwS9/WKwkgUyVROs3ru169deSoAoFkD87BUR0o8FexIt4Zfq7YsaxtYtZXnRGHVzSQ9yhXQjs09N3JPX9Iv8P7TYX7qQIHZfMA77XyDDHtj49MNumYRJZNX5hZg5a7ETejDXzg5TkoltNxHN57unvbuwh2467NVlusN7dzMcHrPVqENugrU2FM8/agDzdAW6Gj8QHVsplTeSio8faprapMnBFabRtG/OWjbOLQuFbM2HAxTSSgY2kHDWZlpWHz/WFwwwDpMJACkxGHmMqJwqamVeHbGJlz06kKfeUM6ebpP3j66azSLFVasMFNMyExPwfCuzd3vZ284EPTgp7N6+w4EjKQe2YEN+Jm9wRMGL9ItzK6+u9qBiVVJlKXs53tynS6CbVcPVZ4GJHqc7EBUVteGvZ+/P9WaG8ol949Dg4w0PHdpf7/rffbbrkgWiyimTVvrO5bHZWzPlu7Xf7DRRS1WscJMjjO6Hi7e5pvJLpTtRUp1Ta3fmMt6h4or3K9rauwVVnvC0St44hwsvX+s4TxXo1eHZvXw7CX9AAAfL0mOC/sv9452LP3qoI5NAl7nnrN6RKAk8Wv/8XJ0f3AaXpi9JaqfO2u954Y2LVW94bTRrefvX/mGMyRKFlYJxVxXudeuPBVtQnwC5yRWmCkmiKBiCxirimLWrZs/WO4eUT/MpIuI3opdRe7X/sKhueiDbpytaUVPS01BS5OTlfYx8aWDfWNWx7KLXl2A9xftCHr9jHTnTm9f/GkYtjxxjmOfH+9W7y7C0KfmAABemhN4hVlKiZnr9geV9fF9TTzzNM3vp3mDDDx+oXViIH+x44kSVb065n39XZe53B7mDT/xgBVmcpw0zfUXnCb16oR1e1Z+3ujpb/rERYFn2bMbJUO73Cmts/DG1YN9lunT1rfvtlF4u3ixclcRHv5uXdBph50chJWSIgIebGj35ikZzAuxW8o3K/fg5g+WG0aMCYTQ/H6WPTgOVw/tiOl3jnBPu3lkZ6/lez40HTe9vyykzySKR3M3mY+9OFhcDsC34SfesMJMMSGcP6TVhUXh25jOwoLD2HWkzHCeUQITf+z2YZ67yVOB+FgzOFLr5StO9ZmWGqdnKO1TgkXbggsT6GQLczCqk2gwpj/tm4b22NbV7WlP0cmA1jt+0jyet4t2UHFlte93Nmv9gaBatonimVU0mXfUsJ9xejlyi68rCiWkcDesrdR0eQi3P7y1BCOfnWs4L5iTgasP89T8fThR7v9iDXiy1p3Xv407bBwANGvg27Ieryeobg9Mc78ONla11SPCWNRCE4qw/6Mzk/bx/oWvLPDqFhEM12DXaptjBFz2BljBvmqo8QCmQCvqRPHuH9+v87tMOLteOoEVZooJofyMWjb0jnkcrYqGvjUqmBBxh0oqsP1wKW77eAXu/my14TLakHCApzLwnysG4tELPN1AjLoAxHOXDJdIJHeJRdrH/8dPVmHf8XIHS+OcVbuLfG56A42UcVBtYf582e6A1tMea2aZRLXMbsr2n0jO746Sk77b3OM/rkfO5KleA2iB+G3AcWGFmRwXanVIX1GM1sXq+ZmbvN4HU6/7YfVe92Ndbbi5+ZsP4ZgaD/b1PO+kHGYnncz0VLxz3WlY8dB49zSzlNDx9Mh4zZ7jlvO1J+sR3ZpbLBlf3lu4w+kixIyth0r8L6TxgdpCrb/Z9EebtfPsPq38Lt8w07jCrP0tEyW6qWu8Q8q9/et2AMBN7y9DzuSp7unx3oDDCjPFBBHCD+m+iT1RJzXF/Xg0WmOn9P2P62cYhzD79e+jTbfRrkldn0GPB06U45r/LcXAx2cB8M5i994NQ5CRZh4qbXTPlmha39M1o9ikwlB4LH4eGfuLx/3Fck9mx1HdWwAAOjU3TpseT34tOOx0EbxIKbGw4HDU4yIDwLjn5+N4mb0uS4D3TeWpj89Cqc2K8xJNf/nrzsjxu7xZlw99yxpRIpttM9mSWQNOvGCFmRz35fLCkPr8nduvDTY/cQ72BFAJ/HnjAfy6JbAKib616iNdPGOzlNPtmtQznA4Avds08uly8IiuL5i2Yu6qENr1b5MYtst3BR/nOlLyC4vw0pwtOKmrIKenWp9kV+8ucr8e0L4xAKV/d7wrOBhYq2qkvbdwB/7w1hL3AJ5o6//YTNz7pXG3JT3toNGjpZXYfKDY1noNNC3Gdi/uGx6b4DPtQJJ2p6Hks/VQCX5YvdfpYkQFK8yUMAIZ5HXDu8tw1dtLbC9fUV2DPv+YEUyxLBmF4pm2dn/Ytn+4pML/QjHi/JcX4PlZm/HQd2u9pvsLz9a7bSP368E5TfHFLcPw5zHxm341Vj3x0wYAwGM/ro/YZ2zab12x/XxZoeV8lypdy6/drKF92jTyvxCAO8Z2AwDUz0hD3Tqp+PHPZ3rNH22RaIgokRjdHBo94bNKbBIvWGGmhJHT3NOSO+rZuYYhn4JRUyvR48HpYdmW3tcrCiP6mOr1qwYZTi+tiN0IDF8ut1cpctmm6996Wk7TgGMgxyJ9jF+nReNx6vbD9lvVyyrt90/+9Dd7g//aNLZ3Ub97fHfsmDLJHbFG78f8fTj/5V9tl48oXlUZjIcZaTCWpHurhtEoTkTF/1WFEkqnrOAPyZxmnrvanUfKcCBMg//sdPVobhDSzY7DJZVeXRCklOie3cD9fq4mMcqsu0YGvH1tRkAtu306Y4G/zI1OdRGItA37TjhdBC/RSARTXmXvJvf71XvR6+EZ7sFFeg11MWGNLuDh9O3KPT7T8guPo6I6dm9MicKhpNz3WrL1UKnPtPkhJiOKBawwk6P0rcADWpoPaPOnVxvfTHfhsPuYcaISrUl9W/tM69S8PsbYeDSrjV858PFZ2HzA08p2/bu/uV/nBDCQ7Yoh7fHyHwaaDqb8LMBwW07SP15PFr8E2Mc+0tL89CUPBzshBKWU7j6Tj5t0D2nX1HvcgN2yBzue8dSOTQynFxtUJogSyW0fr/CZFmsDlsOFFWZylH6A13ld0i2XtwqmkR2hPlIdm5kP2nMxytg3955c/O+60/yum1/oCZtWZBEJIJDqylMX98O5/cwHvu00yVYYi96cv80nhF+i6tIidqN7pEWhm0tnG3//ifJqv1Eo9K3zL80pCKgcbRoFdi5p29g4M2F8xwSgWPPLlkMotNGAQ5HBCjM56qQuyYhVnMYuLepj8X1jTecH88j4SJgGxVlFwgCA+X8bjbevHRzSZ4QSek8v3pKBvPRzYBWeeDXtL4F3u4kWV7rpSPpkqXfkGaMK9LtBdMHZftj3EbGV+yedEtDyTeoZd8mKZNZRSlxT8/fhwlcW+Ey/+u2lGP/8fMN1nvxpg1fM40gqr6qJq1j+4cIKMzmqNICBO/edc4plK3Kjet6t03YGKf3HRkVM3xrr2myLhhlokJGG924Y4neAVodm9TD2FOP+xHaFo7ocawPJrNSrE3z3nHhlNogsWegHa95zVg/cmtvFa9pbv26LZpFsaWXSIn3j+8uiXBJKBLd9vAKrdhcZNujoG5lc3pyv/C70T23DbeWuY+j50HR0vv8nr+lvXG08wDyRJPfZmRxXFkC0BrOsWmYufnWh3yQLczYqj3ZLKqox+l95WKWJ6euiHXgHAA3UAUWHiitQUlGNUd1bBBxBIJiKa0oYohQ0rmfd5SWWNMgI7Ps+t59vP/J494/v1uKqt5ZEpXU3FpzVW8mu99Wtw7BjyiRM7NsaC3X9IbX9gsedYj98W7lJRUNr11Hl5thfdkm9Omkp2PbkRGx83DcmM1GwBv1ztvsatvuova4Ykc50e9GrC92vxz8/z/367N6tMP3OEabr3TWue0TLFQ2sMJOj/LUwt2yYYTjdTl/P/SfKcfykdXaw3UeVCBirdxdh++FS/EMXAxgAZunS3J4or/YbucGfa4Z1DGn9YFllCYw1GemBnZ6e+33/CJXEGaO6t8B7i3bi14LDuCBJQpS5HvNqu2atLjSvvB4/WWU7vNxRTdprMz+rN8dfBRjaEFBuaDPT4+f3RfHhtCfmAABGPDPXPW3fcfPITTdH8anGFjW5Uk81ZFzPVt4D7++d0ANXDGkPwPNkNp6xwkyO8jeK/AdNQgBXW/Ev947GN7cNt7V9u311XQ3RRhdnozLe8clKW9vV+/HPZ+LlPwxE/QCSrIRTRhw98nfdzOjlbTqIxZoUxi7xdDNgxzxNGKa9cZQ5ruv9P+GeL+xl5NNzRYWxGxLytx3HcO3/ltpa1qqS4eI5WyTA1Z3i0qhn53q9P1xS4fN05MAJzxOnz37b5dV3eUuEM4ReeXoHn2lmT2/+L7eru39/GIfgOCZ+rp6UkH7Mt06pqe2z7KrUtm9aD1mZ9roWGFWYjbppuLp7dGjqO3hvvEHfY1c2PjsRNLT6tG2Ec/u1QZP6wcVtDlUitIBd985vuPzNxU4XgwzU1kpU18qAk8/ofbfKfqrd33Ycs7Xc9za2eUaXZgCAO8d1s/35ROFyorzKMILRjiPeg1Yb1U3HnZ+uxNo9x/H3r9b4zIukHgYJSHYYlPlvZ/cA4LkJDeegdaewwkyOGtGtRVi3d/d4735SRuHejNLkun7LRiebc/q2Mv28UMKz7ZgyyXTeO7pwdN/abFH3J55amP3JmTwVf/qAg6qixehmUs9OzHI7ztQkGgnXQNX3Fu30u4wrSkfTEG5o72BadgqSUZppAFi81fuJ2rcr9+DbVXtx7n98u2r9ZWxkb/b8jdd5/4Yh+P724bhttPI7uHpoR/TIbohLB7WLaLmiwe/VUwiRKYRYKoRYLYRYJ4R4VJ3+mRBilfpvhxBilTo9RwhxUjPvdc22Bgkh1gghCoQQL4lEuOWgkLiy2v33mtBCrrnoowxsPlDsfp0zeSr+/MlKVBskwvhpjdJiXKtrfT5ZWYMPbFxow+GR83q5Xw/s0Nj9ekLvVhjQvrHvCkGIp3ByfxrlW1HapbtBmbHOOh4vhY+dCB5HbPQTtkMbISWa3ZcWFCgVk1CyhN59Vg/Lm2EiM+NfMA4ZV6br8vDvOVtMt/GYSTKfcPGX3Gdk9xbo166x+32bxnUx466RaBmhPAnRZKe5qQLAGCllfwADAEwQQgyVUl4mpRwgpRwA4CsAX2vW2eqaJ6W8RTP9NQA3A+im/uOQ4iTnagG2k4mrro0wY2m6u98CXX+uH1bvRUWN98nnoW/X4vV5WwH49rM67YnZmKOLkhEp2vtHbdeJ18MYruf0zk3Dtq1Iu3RQe6/3x8uqsHTHUYdKEz0/qv32Yy2iif63ZaRCk9q6vKom6Djngzt6jtNwhhcsrvRc7RduPYy/f5lvuFw4krSc06eVV5p7omCtsojnbdSnOL/QfPlQxU+TS/j5PStIhavWka7+c+8ztZX49wA+sdqOEKI1gCwp5SKpdCJ9H8CFQZabEsTkr5QL1qb9xX6WhK1WVv1F3RWbUkufjvuDxeYtyCUV0Uttq239tUrgEop6Dg02NFNbK/HsjI04rKtYZWdl+Nwg9X9spml0kj8n0GPwPm0b4bLB7X2yPh63yAIZDXZCJ2ojVvR8aDoG/XN2UJ/VWhPXeHwv6/jlVn021z16Nto18WTh+9s8zxOKP/x3iU+KeNff2KJB6GMMpq3d75Xmnkjrm5WFeHH2ZlvLzrTIbGn00PD8l32TnoRNsPnjE4Ct22ghRKra5eIggFlSyiWa2SMAHJBSap8RdBJCrBRCzBNCuALztQWgHQlSqE6jJOa6oHy0JDzdHlrrUtQeNIhfq68wa5VXhRYuLlhDOzf1GuAYqRA86TZa8qNp8bYjeGXuVox6xntkeMdm9Q1bNM36ltpJQBNPUg2+pxfn2Lu4RopZ+met0jAlTdBWzv0NVLUKHVk/Iw1n9/aMQSg3KJ5rEHB1Ta37pnVIp2aBFNeS3bB3lFzu+mw1Xpy9xetG+MIBbQLezidLdyE7KwPPXRqdsJqHSpRuVxcNTL7qm63mJillDYABQojGAL4RQvSRUroC1l4B79blfQA6SCmPCCEGAfhWCNEbxnF6DG9VhBA3Q+m6gezsbOTl5dkpZliVlJQ48rnJavfRk8jLy0NJSQm0h4r2O7DzfdSRElf0rINPNnr6UurXW7jYPAxVwUHr731wdiqWHfC+6objOLmiYznqHdnofj9//jzcPSgDR07KsB+HDdOBzo1T3dt18lhfe1jZl/qKVvHxIixZvMhn+Q3rfONku8Tb79Vqv8/K9x08t3t3IfLyDhksHR3VmpvPmXPmoo5BpX7pTt/KazDfy7x5noQIxyv8t2iZfUZeXh5OzZB422LZuXl5SBECB8s8N8sLFyxAgzrhubm8/b9zcE1v43jyyYLXU3P9H5uJdyeoeQVKPNetIa1SseNELQ6WeY7/8R3TMGun7w3YsdIKNDnh3a/5UFFk9vnXS5Rz08hGR/GNOq1/i9Sk+H4Dej4rpSwSQuRB6Xu8VgiRBuBiAIM0y1RA6fcMKeVyIcRWAN2htChrh0m2A2AY50dK+SaANwFg8ODBMjc3N5BihkVeXh6c+NykM12JH3nb6C7Ize2JvLw89GmbirV7TgCA8h2oy9j9PjodLsUnG/Pc793rqdvpP3AQsMA8EYTX50yf6jXvw9vHo+dD093vHz63F3LP7GSrXEbyh1bheFkV2rsiEMxQPm/M6NEYE/RWrbVdNR8tm9ZDbq4y0NLJY73O1sPAsiU+0ydfOBgD2jUGfp7pNf3FFeZ9YuPt92q13w/pjjsAaNO2LXJz+0S4VOZmHlsD7FajSHTpj8E5vv3h3/zvYgDeI/o3ivaYMm0jnv5dX1x2mm9/Sy8Gv/VjpZXA3FkAlMgy2pizLiNGjnK3SiuRU0q9tnPbHGWdzFTf80GDnP4Y0qkp5mw4AMxXoq4MGTos9EFK6vZ/3l2N/912dmjbinO8nhrQ/MZHjhyFlBSBFVWbgQKl4vvyDbmYsW4/HvpunXu5343oj1k7l/tsqrIGGJ2bC8zwpKteeyIDj16YG/Zijzi6Bp8s3YXzxudi2LBKDH1qDh6+ZAgGdYyf8THBshMlo4XasgwhRF0A4wC4msLGAdgopSzULZ+qvu4MZXDfNinlPgDFQoihar/nawB8F84/huLXPWf1cL/+5v9CC6HmL3tgZU1wj40vP629T1i2ULtOZGWmeyrLUbLraBlmrT+APUUnQ46Xq1V4rCzgx89G3WNeumIgRnZrbtgtwcyYnvZTJMerL5aF77sKhjZ+uVma9uYNfFtSp0xTLhf6eLF26QcE/+eKgbjnLO/wkavVQU4Hi8stI6cYdcn4/RvKk4w/vucJUZgV4Vi2RFquRD9SSqQI5cawZVYm+mqiTQDW43iEEF55Aaoj1NXYFXoxLTUFrRplYseUSUlRWQbs9WFuDWCuECIfwG9Q+jD/qM67HL6D/UYCyBdCrAbwJYBbpJSuoe23AngLQAGArQCmhVh+ShDaCBHpqSleJ4af/zoK399uvxJ94qR1pa3Cog+zlQcmnQIhBK4a6mklC2dfRwDo2jLyo+pdcaiHT/kZ93yxGkfLw9Nv+8yn52LE03P9L6jRIMP3Idf5/dtACBFQrrWeBsH0E81Jk2xa0VKrOUzMMnsdMhgzEKq6ah/m+87pCQA4r38b3D7GO9bsM9M34lBxBfYWGYeDe+jcXobTXU6Ue3clSaR45RT7XGNtaqX0GvCtryC3apSJTf+cgM3/PMdwO/P+Ntr9+qMN4QnxSB5+u2RIKfMBDDSZd53BtK+ghJkzWn4ZAOeeKVLc+PrWM9yvO7cIrBLZvqn14CSrQX9apboIGa7K3YTerfHhYuUu2yjrUSi+uvUMHCqObhrkZ34rx8UhBnh0VaACjcNrFRa6bgBZCc2iZ1Do9h8vx9Cn5nhNM0tDro92oldeVRNwtsm01BS/cY0XbzuK056YjccvNL68/PHMTnjcIj5t/0e9u/4wRQBFk+sJSa30jZC0YPIYDJ/ys/u92W/P5YIBbQLKlBmI6iQ/z/I2mmJSSoowfezrj9HjVG0CE7sVZn1LtOsiqi1WuKNZNKqbjq4to9taur809Gd3wUYa+mnNPtN5ru//iiHtTZdxKalwtvU1kV33ju8gWbMQc1sOWodRsxPLORR2tl9U5ntTl8SRsigKqmtqkTN5Kl7NM47mU1xejbs/W4XX8raiUlcpbdu4Lv5zxUCseGi8rc9qFcEEIa6uI8mKFWZyzH41Dag25mo4ZGWm40bNQLyl24/iLE0GpSqDTH9GqmuNK9ZdNN0mEqUlqjbEDIA1JjWOg8Xl2H3UPF3yV7o+1G/qkrRseeIcPHFhX7+ff0aX8HaNIcWawuPYaBAjXRszvLi8Ct0fmIZ5m/1H8EhLTcGJ8ip8oYt/HIz5msfPLvd97b+f9DE/8azNWqmJguVK0PXM9E1Yut04+dLXK/eYrn9e/zaW6dq1581lO48FWUr/vo1Qy3W8YIWZHON6zLvvePi7IDyo9lk8v38b7DhS6jXP36A/V7ISoxTaAJCdlYkbz+yEyWqfykRQeOxkSOuXmSR4GfLEHIx4xrxfc7FuvbM0MXMBpT+7nScN5/UPPH5pLLtlVBcAwGMX9HasDEdLK3Hey8bRZGau3+9+veVgCSpravH8LP9xomevP4BRz8zF377Mx4pd3hf2meuUbdpthe7QrJ5l3FqzrlnST3Py1UM72vp8f/q0zQrLdij+aZ/IuAaZhmrbkxPxznWnAQD6a/o6D49Q40Gyd8cAWGEmhxwLsK9rMFJTBNo3reszeGzXEevK4fq9Skg7q36xD57by12pSQRmrel2HTV4zK11uKTCp084ANw+OnEy9IXT5HN6YtuTE3HNsBzHUmTfb9Fa+8Y8TwbN69/5DQCweneR323e+P4ydwvvewt3eM27+QMlXFZ1AE87erUxr5TOvnuU4fRQbw7tYv2CXPbpBqPWhPhED1C6rI3u2RI7pkzySnpVJ0IDVrW/m84t6kfkM2IdK8zkiIGPz4r4Z9TUSqzdcwK7dRfI2RvMw04Bnspj3ibPI2Y7/WjjWW2InTgbZlpX6gb/czYmvfSLz3S7lcH6mjTZd47zREj4+KbTMfWOM22WMr64WtbP7Nrckc9fUHDY1nJGmfbO6dPKYElv+tTfwbhssHFc50fO6+UzOOrUDo0BeMYztAlzVzA9fy3ZlBzOf/lXjHzW+ylbl/t/Mlk6dD1bRebJhrbCbCfrZyJihZkS2rzNh3xCXRWXW1+oa2uVbhn/+N4TMP6pi/tFpHyJQvvEIGfyVKzdc9xnmR1HfPsy262on62pgEkJLLl/LH7+6yic0aU5erdpFESJ48cj5zvTLeOU1sFfePVh2owUWaS0tquRyQ1XJ4PIOq4+oP+cugEvzt6MqjC08lkJ9SaUEkN+oe+5MJLG9cp2v37qpw144Jvg4p/r/bzxoPt1C4N468mAFWZKePrwZEYVN629RSdReMx6mUQz7vn5/hey8NS0DV7vf8jfizHP5fldT9uKb2WN5qIjpUR2VmbA4QbjlTYZSDRbLfWj9QPRpJ75ACUXV4tvqHobdMsY2c23VX5U9xbu1y/O3hKRmNFa2vr496uTe7AUOeON+dvw0ZJdYdnW/xZsd79+LEkHxrLCTAkvMz2ww/zvX+fj9o9XRqg0ielkpfdAyjfmbcO2Q6UmS3ss3HrE7zIAkKH5DpO58hHhRlEAStjFq99eglU2+iSbuX2M/77pAzs0CXr7Wt/f7tslxyh6TYdm0e13qY08c8cnPJ+QPTeN6OR/oSibvtY7/KdRwqlkwAozOW7Kxf7DhoXi1bythtO1/WK1pAQK/MSTJW9mcXnD5amLPF1idlqEqUt04Rgs5M+3q/bgly32+i+b6dkqy3TQncsdn6wMS4u53WPPaKnfD24X8uebMQu1SOTy8Y2n+0xLTQl/tWzrodCuZ7d8uML9+vnf9w+1OHGLFWZy3MWnRu6iZaVpA/+PjRNRf1261XA4f0DbkLfR3KJfXHaWtltCyB8Vdy5Qw6dFo8JsFU95pKZbQ8FB3/jMWnbSvO8pCk/Einsn9PC7jLbsLj+t2W+wZHhcdpr3QOEx/8qL2GdRfNCnus5IT8UEXSjNJhGIirM/hNCt+nOOU9frWMAKMzkuUmFw/LliiPEI+0T33W3DseaRs8K6zUDSWBvZ+PgELJjsm4jCJT01uU9Vru4tZZXG8a7DqaHF49Zz+7Z2vy446L/LjT8/rFYe9R484bmgL75vbMDbGRRk946Simo8eVFknnDdqgs7ue1w6PuL4lu/dvoByhJ3jvdE/fn35QPwxzND75Khv7ZpGxwC9cGiHSGWJnEk91WIoqKqptYw9JTT6oVYyYtn/sLABerp6RsDXkebrjwzPdUnDJiW9qaqZ6vopg6PBTvUylaJSYKYcDpqESNdm23sx/y9Pn3XAePHzGZ9HqepfSO1fdlbBRHuLZT9sl9TWb/DRt9ru4QQeGDiKWHbHsUffbKPbF3a6nZN6qFnqyz88cxOuGJIe1wwoC3SwtA4cKOuH3QoGWm13bN+/HNihvC0ixVmirgRT89F/0dnOl0MN1eF6+JB9h4thWs0fyJrZpG2VUs7EOqS1xba3r62hTkcLTDx5u9qVskf8/f5WTJ0M9ebxykfe0pL9+sf8/fhlIene82/amgHnGEQN3pIp6bu1/++fID7tSvklquSfMfYbghGo7rB3wC+NGeL+3Vuz5YWSwbuppGdw7o9ck7O5Km2Iv9oFej6DndoWs/rvasC/dC5vcIaurSpLkqN2VgBKSV2+Yka1UPTQNGnbWKH8PSHFWaKOG0LTizolt0QnZrXRx3dnfwIg1BUQOJ2B/j4xtPx1a1nhGVbfzjdXveWR3/wxLY+UW6/VTA9VWkhGdq5KS4dnNhJZIy4WtifnbHJ0XL4a6k6t59xquqhnZvi+9uH49Obh+ICTX93ffKQoZ2b6le1RRv32U7faTNtGiVnQgay5rrRtxP5R0vfd/i8/m3QoWk9tG1cFzumTApb+fT0N5BVNcYV5g8X78TIZ+daRsTpm+SVZK3ErAnEqfV7T6Ci2vcRZ6LQ3uU61W/ZRcB3dL3Z3bPTZY2UM7o2R5cwpTi1OxDvvUU7g9q+EAI7pkzCpzcPC2r9eOe6YQCsU7ZH0kcGXS30OjbzbkFr0VDpO/mH0zuiX7vGGNq5GQDgq1uV77FbttJ65aqQpAT56HhUd0/L8OtXnWp7vf/L7YLvbx/ufh9MdxBKfLuDjMuvzWb52pXKcTn/3tFYMHlMWMplJkV3bbvp/WWGyy3dcQwAsGn/Ca/p7y/agZzJU1FWWY31+04YrZqUErMmEIf2HT+JiS/9gn98t87/wnHi25V78OFiTwVJO9q2stqZiz6gJCYBgFTdxVk/WtklkfvMhqv13HUzZHRz8eJlA8LyGclM+z09/uN6R8ow3EaK7ta6Ftpf7h2NmXeN9OnDfLRUqUi4InI8O1NpOQ82PKF2vZIK80aHsR28y/FrwWH0a9c4qM8kJfxmMqQAH/Vsnvu1UReGwmNl7gqm1uEST3KcczQDZqPhgdM9N3/atNZaP6gx7f/+1RpIKVFwsBgFB0vwsFoP+ffsLfjPzwWRL2ycYIU5igqPleGASfeEY+oF5MvlhdEsUsSs3l2EOz9bhQe/XeueVm0QEuunO0ZEs1gAgOU7jwHC9y68k0lra7QTHkRTOCrMHyzagUd+UCpxtQbf8YUDrUPOXZaEXSwClaaJzfp+kK30dhh9f4D3jZBReDYAho+YM9NT0T3b94azptb7hnnlriIAMEypHiirG9yLutbBDcM9feDLq6L7RC+RKpfLdx7FuOfnRfR4jEUjn53rM+3Mp5Vpz0z37jJ1uEQZQKvv/hcN3Zqk4v9yu/hfUPXNyj0Y9/x8jHt+nnvaG/O3uV+/dc3gsJYvHrHCHEVnPj0Xpz85x3De2r3KhcKoUhmPjpT6pp01SrXbyyCtrVOyTCJHjD8lO8oliZ60MCQceUjzVOTOcd6Dtq47I8dwHW1F5YFzGUnAnzppkU0M42L0G93+1ERs/uc57vfn9/ftp+zqemGXNhZ4qSbCxWk5wfVhBoDvbx+Ou8Z1R6ZF9JsGdQQePq+X+/0tmtBvoYTesqu8qhav5hU41q0mEEdKKpAzeSp+23HUcP72w0pL65Lt9rJ1JoNu2d795wvVrhzNHIr5f716c/i7U9thav4+yxu2uz9fbbmtUH6biYIV5gj7ZcshjP5Xnt+WDKtQTvGozCDcVLVm4EG/do0wuodxS1U02K1+vHBZ/4Tu16hvZQ/UVF3UhquH5Xi9H2gQYWTLgWL0fMgTXaFBneRMsxqItAhk/zJSahCeTT/Qz2hQXafmgT2F0XbdOO8/v7pfZ4QwXqBfu8b4y7jAomxMVB+Tb3niHCycHHj8Zzu0cZ5fmL0Zz0zfhFfmFmD17qKot3AH4vV5SobUS19fZDjf1TXIbvKXE+VV2BZixjknGP0mzBIIfaBrbXdFtbFKyhRJrtP7VysKcdvHKzBjnfd3FUgEqIx0Vhe5ByLs71/mY/vhUuz2k85X2582Gtm8Im3jPt8sYCeravD5b7vx0ZKdqJUypNiQodpqc7RzJNKUxqrPf9sd8Dq3fbzC673+kb4rtrI2+sH4F+Z7LRNqpT0ZhONJgB2v6dLIb3niHJ9ljGIqv3HVoKA/U5vQIxwxaO1oWr8Oxp2S7W6NTk9NiVh6d20EmTfVR9wvzt6CC15Z4HXjGGv++8t2y/na2PoHbURC6vfITIx5bp5pi3WsKjLIIVBRXYMPF+/EC7M229qGUy3M+rL/VdeKbBY9w4jVk5tkkTy1AYfsVcPKTF/rubM7Xub7A6zVPCqJh8d1/mTV9b2ofrR4J+79Kh8PfLMWUtpv5Q3W7wJI4Wm2bHoSVebu/So/5G1U6fqmFpUpT04eOb+34fItA3yUn6yidVPx1q+eStKOKZMM+7gbVZib2IzD7U+gLdXBWvHQeLx1LftkGqmtlRg+5eeA1hli0tXQiLbFWkrpk9wj1hgNUC8pr8aD367Fv+ds8Sr/xv3G6eKdepLQvol31JpS3ZPfiuoaW63M4Qo/Gu9YYY4SbSaqF2b73pXWaCrMRv0I441+tDwAvKppvZIytOxDdvRvbz9+pFk4P6PWBTLXrH4G3r3+NPf7pduV1qSerYz7qhv1hyVftTE0WCyUbhMU+35csw97ioyjKrjo4wtbsaoQ93xoOro+MM0rmkSsMcpmqb1BKNNVho2i2Px5THAJeULlLyTq/uPlqG+ShZN88cwXYa7BMNq+nEYnB+31cMuB+OvnpefvAq90yYhsGYotEmPU1T1e+r1JpAZWDgKTmiLQTtOqMbRLM8vltS2aZG5hQXQHVv1+sPnTGV5gA9e2cfwkRLFzzhv6lL0W5fmbD6HrA9NQUGTcIFGhtt4+N9PZhDxWSiutEyz1e8Q7i+3b6jlN20pvNJYjFpwor8YvWw7jRj/ZU0PJpJlIWBuIsF6tlZY1V19OQElQoqcdvfqnD4yDjMeLwmNl+MunqyyX2bi/GLMsUvCGg1VWNH2LsitU1lhdatwBmtH8yWD5ztD7F2oHhdWrw35v4dDDJFTaoMdn4Z4vrEe3B2OMRYrocCXy0UdUSWTadOB6sRZqLpy/2Wv+txQA8MJy6xbpT5YGPn4iWkoCyEiqpW2lrxfjA5vbNrG+oavL8zgAVpgj7qT6uObdhTvc0w75aWE2egQUT1yjq2OZ2bjKV670zhLWuJ4zgzWc8rvXjEfEG7EzOHVin+gG609UrU0itRwprYxI7PZoHPd3juvu9f6ZS/pF/DOd0iDTvMJktwve6t1F2HfcuqtEOFz99tKg153w4nzkTJ6Kr1cUYuWuY+7ppXHUs23roRKvBCR/+XRlwNvQjlmKJeN0IVJbNMzAFUPa44tl1ueQeHpCEkmsMEfY1oNK9wpXRitA6SqwoOCw13LaEaillTVxPfDvUHHs9kfzR/s9XDywLZqGaTBTIvpg0Q6/y/gbrPbgJMZgtqNlw+iGNszOin4oxb4mqekTgVVYwDkbDtraxgWvLMCwpwIbjBdtrkFvd3++Ghe9utA9vWmm93lg7qaDMRlKtaZWYuxz89Dr4RnuaSdstjC307TSfr0idhKQaceU6Afj19RKpKYINK7n3eVCGx2nGa+BbqwwR5hZIpIr31ri9V7fynC7LlxXPLHqOxxPnmdKZ0uu7H6hGNHNuVjc8aSR7oIW7sf4tbXS64lBx6b1LJaOjETuvmMVFnCajdbIRVvjOznI0XLv4/X6d37DqY/Pcqg0xrYeKsH2w8GPH9KOgzmrdyv369X/OCukcoUqt0dL7JgyCTnN6nn9xncfLcPR0kpICbyoXutaZWXiwUmnID01Be/fMATf/N8ZWP7QeIdKHntiu2NNAjhuM8qCvkV5xrrI9u+NpIVxdHKfe08uTjASRsDK/AyE2frkROjrCOmpwifup1nfXLJWK4HUMA6avfKtJVi0zfO7jVYYu/7tGmF1oZLl1CiyTqJIs/iyTstp4nf9L5Y528c3Z/JUPHxuL9xwZifTm7V/z94S1TJ9s7IQd32m9N/f+PiEkOMEj31uns+0Dfs8443evHoQ5m85hA8X7zJc/+aRnfG8Gpc5S+2C07NVw5gZMJeaIvDdqr34btVer+kfLdmFJy7q65Pa3jWuhzzYwhwjthyM/8gYscbONb9T8/peaXoB4JObhuKZ3yVuf8pwuOMT7359X9wyDNuenOh+n5oifMIGrmBLRdgEEmbuaGml31i32sqyHVPvOBPvXHea/wX90FbMwzWYMBbp41nfd05PDOqoVJTX7z2BXg9Px4ly8xt3syeV0fSYGi5Ne9O7cPIYZKoZ4IzCpQYi0KcmrsoyEFiYu0Bou04u33UM/7ywL2bdNdJwWW2Ffe4mpZvNPy/sE5FyBcNusi4yl7hnqDjgOkFU1dT6pBim0AXb4jCsSzP8/jTjMHOJqHFG4K2JszX9Ll+8bABOy2nqt1WyYWZstLQkAn2FedeRMsMKR22txKmPz0Kvf8zwmReK3m0aYbRFJA27/jq+RxhKE/v0WQQvGdQOFw5sCwD49LfdKKuswbxNh4xWBeDd0hlpPbLNn/rMWn/Aq/tgm8Z1UV4VnvE2oUTKyIpQK642f4IrFKnRuBb9NNffwiymiYUVZge5Qu7EUlKCRNK5hSdrWJ0opdyNR9f2Dm1Qx2Abj5RdOIgyPPSnjJHPzsUXBtEyXAmRjLKVebYV/Pnn9asGYe49uUGvf2a35kGvG0+0fZhHdW+BZg0y8Nt27xCOVo0m2ieQz0zfGP4CalhlW7zp/WUhRXH6zxUDTefd/82aoLcbqdB8Hy3xdL84o4tyrDZrkIE7xnR1T79jTFcsvX+s4fpbDhhn/qP4xFpEBPn7Ef+y5bDpvGiliI0Gp7K5TblY6Vbx0Y2nO/L58WJgyzRsfHxC0OunBJCBRjsy/pd7Rwf9mclu3d7jPtNW7S7ymeavHvG3L1bjiv8uDrocE/q0SqhzVaRoWxqvH54DALj2jI5ey0xfZz74z9V9A/DOmBpu8zcfsiwHEFjF9uMbT8fd4z3hA8+L0LUgUj1WWqqJxwBgSKem7teuv+P9G4bg7rN6IM2kQebEydgfAD/9zhFOFyFu+K0wCyEyhRBLhRCrhRDrhBCPqtMfEULsEUKsUv9N1KxznxCiQAixSQhxtmb6ICHEGnXeSyLSuZEdVmHRqqNldFGL57Byemv2+F7co6FP20bYMWUShndtDiT0kRa6zPRUNMxIs9USr+8PG0iFWau9A5EYEsVmm9lAzVK+u3yxvBCLt4WerIasabPnuX4vgVSm9FFLXplbgK73/xSewmn8ssW8W4iLv4RT2iyRXbMb4NbcLgCA20Z3MVz+2mEdDadb+XSp98C733aEdgxvP2zcv/dytWuevktNt+yG2DFlkt+Bcf4SgsSCnq2ynC5C3LDTwlwBYIyUsj+AAQAmCCGGqvNekFIOUP/9BABCiF4ALgfQG8AEAK8KIVydSV8DcDOAbuq/4Ju14oDdCrMRq0eose6G4d5pNs/qlW2yZPS8+odTMSSnqf8Fk1hmnVRbSRT+83OB13t204sC3U11E4PEIl8ZdMnQXuh3Hy0Le7HC4cXLBuDjmxL7KZA206srmdXWQ/5veqSUeOqnDT7RZJ6dsQnVtRJHDJJghUL789dHTbDrmUv6u1+XVtQgPTUF706oj7+d3dNn2XP6tMJ7i3YG/BmTv/Zu5d55JLRje/S/8gynu/pG/3SHvVbYv53t3Sd/Yt/YSdwUq+m544nfCrNUuH7Z6eo/qwcgFwD4VEpZIaXcDqAAwBAhRGsAWVLKRVLpq/A+gAtDKn2M89e642LUwnwwjpN/AECDDE/Ewj+OsM5THw3jemXj81uGOV2MmJZhEaWgplaioroGa/cc92nNCeZB0U0xcEzEk4aZaZigie1qdG4xukHXPqrWt5KZuXlk58ALGIILB7Z19w9NBq5+rcO6NPO77Per9+KN+dvw1DTjfsv5heF9eqcfT3NmV//fi9XPv4PBUyRX1rj+7Rrh5T+c6jPfyqKtR3DbR745Cmpqw9/AVFsr8Z6aodfutfy20V0t06A7qX0TPtELla0+zEKIVCHEKgAHAcySUrqybtwuhMgXQvxPCOHqZNUWgHa4a6E6ra36Wj89YVXYHD0sLe8/4k91ba1X3NFoZymzcqp6l/1nzaANUuT2aGE6KO/6d39Djwen49z//OoTZzuQFmZXK8f9E5nhLxApKQKvXz3I/d7u06ttmlbMTfu9ByD1eni64TqnsiUqolx10iw/UWNqa6VPzFy9Z2ZswurdRaZdCgL1w2rvz/u1wHycjcv/LMILGt2kDe+q3ChcMaQDUlOEV/9sI5O/yse7C7YDAK59ZymmrvEdHBmJ7LILtx5xdxsL5Bp2fv82GNSxCb6/fXjYyxSK+hmJmxgoWmwlLpFS1gAYIIRoDOAbIUQfKN0rHofS2vw4gOcA3ADj3qLSYroPIcTNULpuIDs7G3l5eXaKGVYlJSUhfW51rcSNM/0/JsrLy0NFtXGF2Ym/Oxzy1p5EUVktWtcXOFgmTf+O2wZk+MwLdb/70z69EisA7Nq5E3l5DOUHePb5vr0VqKisdu//gmM12FdaixHt0jF/s/kFedHChWhQx16t+c+nSFR2r4d583yTBCSbUI71tes3omWJ7+Av/fY2HvW0jC1flQ+xXznlSylRZhLtoGbfRuQd3hRUuWJdpM8vdqzZvA15qXsMoyNpy3bddP+V4A37TuCCVxYAAN6dEPrgyyOaQbl29lNeXh4EgEu6p+PnXdUY0z7Naz3Xa+1+b1Or9N2u3L8FeXnbUFla7rO81qe/KfuhbP82VJncKL63aCdGN/JfuQ/ElG+XYe0R5TeycNFCNM20HyPhz6cARwtWIa/A/7KRoj/WhzeQ+MRgOad/D/EkoEx/UsoiIUQegAlSyn+5pgsh/gvgR/VtIQBtENt2APaq09sZTDf6nDcBvAkAgwcPlrm5uYEUMyzy8vIQyufO23wIwFK/y+Xm5qK0ohqY7Rsn1Ym/Oxx2TZ8KAFjwwDmQUFsZ1Glaf7t8nM+0UPe7PysqNwFbC9CpUw5yc7v7XyEJuPb5vOJ1WHqg0L3/r5usfGcPXTXe8PtzGXHmmT6pm8m/oI519Xvo0KkLckd09vpeerZqiNxcJanC6t1F+PtX+Xj9qtMwZWkeAKBVTjfkDlUGWL31yzYAGww/YtL4xI1eEunziyX1u7p01ADkusZ1zPD+XXmVzeI3ZyTUv+v9RTsArPPenp8yuD7T56PV9Vzztfs9F8CfL5Hu1uc3tywGDitPrU4bdibqa7rzaY/TZ36zTk4Syt9/9u5lmLHuAJY/OA6D/jkbANyVZQAYeeZwNG+QYbZ6TDI61kePqsbT0zdi8jk98eXyQvRt2wgDO9gPC5rs7ETJaKG2LEMIURfAOAAb1T7JLhcBWKu+/h7A5UKIDCFEJyiD+5ZKKfcBKBZCDFWjY1wD4Lvw/Smx5XAAj4gSKSKGVkqKsN1vMlom9VPCAcXSYIxYkSqEO26vVlFZpcHSGrH1FScF/aNzANi4v9g9COyCVxZg4/5ir/7m2hbNZTuORb6QZGjcKaEnfImEh79b5zPtllHGkS0AJVW0GVe3CzPa68JgTZeMw7pBjP+canxTF2592zYCYJ4AJd4qy2bqZ6ThsQv6oF6dNFwzLIeV5QDZecbQGsBcIUQ+gN+g9GH+EcAzaoi4fACjAdwFAFLKdQA+B7AewHQAt6ldOgDgVgBvQRkIuBXAtHD+MbEkkF7J2tHSc/46KvyFibKhnZsiOys2TzA9WinhgLpbZLNKVqkpAjUGAU1/99pCy/USOzhkbFpdeBwFB32TIkx86Rev9650xoB3+CijVMv/u24wtj810Wc6hVc8RVPVxlDWO0szCFXvwz+ejm1P2juWbjjTMwB4dZgHMRKFk50oGflSyoFSyn5Syj5SysfU6VdLKfuq089XW5Bd6zwhpewipewhpZymmb5M3UYXKeXtMlLpeWJAi4b2KoxSSlRq+jB3adEgUkWKmsXbjuLAifiO8pGMhBCGg8m2HrLuS1ldk7A/45g27vn5PtMOnKjwemJVXO6J9esa8Q8A43v5tnKO6t4yripzieAlk8x3Hy4OPNRaJNRJS8GfRnbG8K7N8IZFi7KeEMJ2WujG9eqga0vluvfirM1BlTNYT03bgG4P/OQVqap7dvxfgykymOkvQuxedm7/eKXShzmJ/HV8d3zwxyFOF4N0Xp+nDCIzamW20oT9l2OKtmKspY0u8PevPHFs7zmrO3ZMmRRz3aeSgVls+Ae/Xesz7eKBkQ0qpX0qOOuuke7X9008BR/dOBSje7QMKsmIHQVq6u9tYYr2Ydcb87ahSnPDLwBcNLCd+QqU1FhhdtjUNftworzK6WJE1Vm9W2FEN+sMSeQco9H7Zj668XS2SsYYq36f3R+Yhp1HvCslN46IbtzlZPXxjadj/t+8B1S2apRpKy39iofG4/nLBkSoZArtuI5uBl3W6qSl4NEL+uCFy/rj29vCGzLtL2O7AYBXrHEAOMNGrOpg1NZK7NBUzss1cZbHx0CiLYpNrDDHAH+xNhMNW7Ji0x81fQntmH7nCCXtOEXNRzeGlhGvsqYW32vON1cN7YDMdMZnjYYzujZHh2a+ySP0+9+oAcUsPno4vbNgBwD/Gf4uGtgOA9o3DutnT+qnVNbP698Gx0orsfVQCW79cLlPzPdweXluAXI12f1emas8XZMAurZskPCZJyk4AYWVI/u0jW592zbCmj3mgxmUEHTJo14dXqBjUaBdKzo3Z1+/aAvHb0fb46ZX60Yhb49C175pXRSVKRXla972H440kU3493zbY2BaNMwIKmnJ8yZ9pdPUxpxGJtEyKLmxhTkCbnj3N/y6xRNE/e3rBlsu//vBSp8pVwvfTSM6oW4Ct/q0UVOjUmyy2yOjjkUqbYqM9NTQ93mxpgXzD6d3CHl7FLq2mnPiqt1FpsvNvSfXdF6gYw9ild3KcsuGGQENRLTDqHsZK8/kwitemG3aX4yfNx7EG/O3uaelaH6EDTPTcKPu0bfrkdywzp7+Wier7OWujzVLtx/1vxDFJNfFItFStSeScHQXt3raRc5YvO2oV0QTM80amHfN0PdNT3SN6qZ7XVvNgm5tPlAc8L7JSPM0WM37W25Q5aPEwy4ZYWb0w0xP8dyXpKUInxioFVVKGChX39531VHux09Wxc3d7eGSCvy0Zp/f6CDx8vcQxaJm9QOPb/7lLcNwyeuL3O837veN30zxIc1i/EdViOEd+7VrFJW+0uHSqG661/VGSuMbyrNeUMIv+uubrdW1ZQO8cFl/jO7REo3rxc8+ochiC3OYGbUMN6qX7o7LfOOIzj6PzlxxU10/dteJr6wyfsLN3f7xCjz83Tp8azKA0XWXXlEdny3nySRxo6PHv1aNMv0u076pd5enXm2yvN4fP5lcUXniwQ3DO6FBhv/2qxSLRwz1M0LrxldTKy0r5LEmS9fCrI/7XFMr8Y/vfMPzAUBmuv+qz0UD27GyTF5YYQ6zvE3GA/hOqBepDk3r+bQwf71yDwDfwX/xFE3iWKny9y3faZxyt0PTeujcvD6e/l2/aBaLAqC9FidwTqGEt/voSQDA2J5KcpJ6dfggMdalpQpU1/omDdKzuiYEer2Yu/EgXv55i/t9Ta20rJA7ySgGdaO66ZZdlH4tOIz3FhkngCmv8r+vifRYYQ7AS3O24L6v11gu841a+dVzZVD78ycrcd0ZOYbLuML6uAjb6U+cVVMrsemA9WNeIQR+vicXFwyIbPB9Co8EGT+U1F658lQsvX+s08UgG9JShDtjZjc16901apKQ0T08MetTLWqIr8wtCOgzr3/3N/xrpidaRE2tRFpqbF5zjLqKpKUIrwrzvuMnvea/EGDWwGcuYWMOWWOFOQDPz9qMT5buCmkbvdtkoUerhobB6l0nxjPV2LZr98bH4BwO9EsM2hs0oxH3gfQBJOdlpqeiZZb/LhzkPCGA6loJKSVKK6rRrWUDPHZBH2x/aiLeud6TFdUq3fTR0kqUVVYH3O3toyU7ceBEObao2fZiUV2DcIqlldVe56xhT/2MvUWeSrNVtBGXjY9PQP4jZ2HyOT1xyanM8EfWWGGOst5qf0KjZAENM5UBca4f+tT8fT7LxKIVu4y7YVB8kjKwbH8U+7Rpj12++b8zHCgJGXElzvhqxR7sPe6pvAaSRfOnNfvR6+EZGD7l54A++4Fv1uLsF+e7txGLjLqbGHWrOMPib3c1AmgbAzLTU5GVmY5bRnWxvBkhAlhhDkrBQfPuB/7Ob67Bf0ZcMVZLKpTBfl8uLwy8cA7IMIjHe17/Ng6UhEKhPXb1/ewpvhnd//Rpy6QlseaeL1aHvI3DJZV+l9GPUXAlTYlFzerXQVamJ7rSxacq3foev7BPQDf2road8jgN2UrOY4U5COOen286z9/v93eaxz7923lfsBqEOMrZKd2yG/pMe+7S/g6UhELhumhKSBw2yZ71t7N7RLNIZNMVQ9pbzj9o8H2GIwkKOevxC/sEtd6RUv+Vaqe4Enm5LJg8xitJ0nOX9semf05A28Z1DSv6tSY3+66ug66+3vpoMkT+8IwZZdosd5cO9r7ItdZlwIuXmJgb953wmcYscPHn9XnKY+Gl248i9195hsuc2qEJAOAZRjuJKU9dbP19jOrewnI+xaerh3bE0M5NA16vxEaSlFiw+L6xyExP9erCKIRwJxapW8f3OrNw6xHDbT07YxOOl1Xh1TzlPHdKqyzD5YjMsFYTBq4uFIHSVypzmtUDAPzjvF4AgOtNomnEmmD/fopNldXefQOvPL0D3r3+NADAsC7NsOi+Mfj9adYtmhRb2D0ztp3eKfBKr4tRg6q/NNlHSo2fIP33msFBlyNcpARaN8rEjimT3HHHzeJDp6b4VmEyLGIsX/n2YvfrmesPhFhSSjasMIdoybYj6POPGZi76aDhfNcjM6NBC/qTpOuu2RUl47kAw+I45bSc4E/2FHv019onLuqL3B4t3e9bN+KjzHgzUm1hfnDSKQ6XhIzonzYGIreH79MDf/10zcbHjDulpeH0aNNfLc0G5BlNbWkxTmjtHs/T0JtGdAqiZJTMWGEO0VcrlBPPZ0t3G84/v58y+K2eQVSMjs3qe71v20SpiJyIk8dlLl+viI/BiWQPI2TEh9/pwmC1scgCeN0ZOVh6/1hcrcb2pdhSTxc27YXL/I8B+fHPZwIAbhnZxWdeRbV1Yo7uBuNOrhnWMaCoHJFidPaxij+tt+94ua3lhqsNU0R2scIcoq9XKIlKpq+zDsfz5a1n4O7x3Q3Dybm4Hj/tt/mDD9XG/Sdw43vLfB7BB8osHTbFp//7aIXTRSAberRq4PW+Z2tPn8yXrhjoNU8IgZZZmajDgX4xSR9nuK9FBJOPbzwdn9481B3lJCVF4ItbhnktU1Zp3ehi9JTolNax06dXX3Ef09O45duoct2orhJRo2cr35sCLVaYKVA8ewahcT1PiBtX+C19H6s/ntkJDTPSUF+NfNGjVUPcMbab5XZdW8iqG51Utvd+mY/ZGw5gg8GgPSIA2PCYb4Idig11dTff2lPQ+SZhHWOhBZF86b9Lq25PZ3RtjqGdm3lN03eLM+uS8c3KQuRMnopvVipPBbXxuQNpxY0kowdcRolLAOOnYa5JA9o3tvwcRomhQPGICYJRKBt93NorhnTAmkfPRloQP8pYOXERmV2oyHkNMr1vrIttduWa89dR+PmvoyJRJAqSvktG/YzQGk3KKo0rzHd9psR5nrFOGfD25EV93fNiJXGHNGw3NlnWoMLsqkRX1Ui0yspEwRPnhK1slNyi05SZoHYeKTWd1yCIE56r9ee0EEZMB8I1kpo9Vonix093jMDJqhr3o2eXwTlNsMRGmvouLRr4XYaiS19hDsaKh8bj1MdnAQBKK+wl59h5pMz9Okbqy/hm5R7DMT/pqcLn2DUKBuKqQ7vGF6WwAYrChC3MAeinSzQy6tk89+txp2R7zWtlMQDHn2g9Klq3V+mKES8xOYkI6NUmC4M6NkGTet4V5rvH90DzBhmYffdIh0pGwbIa22KXNm6/vg/z4ZIK/GvGJp91Buc0cb+++/PQswyGak9RGaQESg1ayLc8MRHT7/Q+to2SlOi7abC+TOHCCnMArPr/BRM8PlDPTN+Im95fFvbtXvX2krBvk4giq1kDpf9p8wZKRSk1RWDZg+PQtaX1YCeKPfXrhPdh7x/f875O3PXZKrysZrjTamERgs0JJysDG4Bu9HRUAth91NNyzn77FC7skhEAq0dWOboQccHwF87LlaEo1vUwCFlEROH3yU1D0S2bXSziXaTGChSXV+GDxTvxy5bDPvPm/HUU0gwSfzjphdmB5R4wumbWSuk3cYs+/TaRHbH1a4lxVn2hXD/PITlNfUY82yVDi+4WM6bfOcLpIlAQYq21ifwb1qUZmjfg9xbvMjRZX1c+ND4s29x/vBz3fb0Gz0z37YoBKH3ZtdGdXrxsQFg+N6oM6sXVNdIni65em8ZMvkSBY4U5ANrq8rcr93jNc43WbZiZhi4tg2ttrjG4W9Y+WopFpQZpsfkILD79fUJPp4tAlJS058wmmr7IgWqoiZyy5WAxfszfZ7m89ppz4cC2QX+uU4Z0auruo+waaP/AN2v8rmeWapvICivMAdC2MH+4eKfXPNdpp1ZKCMOEnf65YjZrjXhmblDbipZ9x0+6X98xthsW3zfWwdJQKIJ9MkJEofvL2G747rbhIW3j8z95Epg88v060zTRS+9XztPN6tfBNcM64qc74vOpYFpqCrY/NQk7pkzCKDX9+5aDJThUXAEAuPhU45uA1BjrikLxgX2Yg7Rs5zGv964bdYnAwvO8c/1pKCqrxEUD47NP1bjn57tf3z2+u4MloVD1bM2+50ROuSsM509ttr6th4zDnjatXwcts5QoTkIIPHZBn5A/N9zeue60gNc5Wlrpfn3BKwsAKJl4n//9APz2wDgcOFGOc//zKwAwWRcFhbdZAbAOqK7Mq5UIKI7N6B4tHassa0+uJQZdKyi5tG9Sz+v9hQOMs8URUfxaEaY+0pE0rEsz/wvp3Dyqs+m8Fg0z3KnEAeD71XuDKhclN1aYA2AVxMLdwixlzASA96d9E8/AhyemrnewJBSLnr20v9NFIKIwMkuZHmuCiUvdwmDw6+lRSgJGyYEV5gBYhX1zzZESQfZgjr6Z6w+4X3+3infcyS49Veje8/RAFG/uGmfeteOlKwZGsST2FZVVhbyNVIOWqtM7B95STWTG7xVRCJEphFgqhFgthFgnhHhUnf6sEGKjECJfCPGNEKKxOj1HCHFSCLFK/fe6ZluDhBBrhBAFQoiXRJyFU7DskOHuwyzDnopz4/4TyC8scr8PV+SM/u0bu1+XGWRWouSi/Tl2bFbPYkkiilVZdeNvaNLhkgr36wm9WwW1DX2qeADIzjIe9PjLvaOD+gxKbnaakCoAjJFS9gcwAMAEIcRQALMA9JFS9gOwGcB9mnW2SikHqP9u0Ux/DcDNALqp/yaE4W+IGssuGZAoq6zGgoIjPgMCQ/X5b4X4qyZt6cmq8FRuuzT3Dn938ER5QOufKA+9VYBi01vXDHa6CEQUhM4tjBPZbHw8di+32nB4r189KKhtGMVWHtsz2+t9eqpAlxb10b4pGwQocH4rzFJRor5NV/9JKeVMKaVrpNhiAJYj14QQrQFkSSkXSSVo8fsALgy65A6QVl0yJNDr4RkR+dyiskqv1u0jJZWmywaiSpcNadG2IwGt/8WywrCUg2JPRhpDzBHFo24tjSvMwfQLjhaj7hThoN/sxsfPway7RkXksyjx2eqkKIRIFUKsAnAQwCwp5RLdIjcAmKZ530kIsVIIMU8I4Qrw2BaAtoZVqE6LG/5jZETG0bJKr8r6rqPG4YIC9YNupPBXK/aYLGmsusaTmnBoZw6uSASPX9gHDTPS0LpxptNFIaIgtGlcF+/dMMRr2pe3DDNZOjZYPb0NxM0jvSNl6Ht9pqYIpMTLqHyKObY6O0kpawAMUPspfyOE6COlXAsAQogHAFQD+EhdfB+ADlLKI0KIQQC+FUL0hvFYOMOfiRDiZihdN5CdnY28vDz7f1GYlJSUeH3uddOtK6nr13lHmQi1zGM6pOHnXUoDft6mQ2hd37P7ThRuQV7ptpC2b6QVigIq94cLPElLTmtUGpbvSb/fKfK0+7w9gP+MzsCCX+ZbrkOh47EefcmyzytrPJfWN8bXQ8mOfOTtcK48/vb72sOesKahfD9FB7yfvs79ZQFa1kvOwcvJcqxHU0CjA6SURUKIPCh9j9cKIa4FcC6AsWo3C0gpK6D0e4aUcrkQYiuA7lBalLXdNtoBMAzNIKV8E8CbADB48GCZm5sbSDHDIi8vD16fO32q5fKn9DoFyF/lfh9qmYedWYMeD053vz/oqZviaN22yM0NPY1x28U/Y0+RZ8Ofb67CMzecZXv93Zp9cvfvx4YlJbbPfqeI4z53Bvd79CXLPpdSArN+AgCcPdb5AW5+9/umg8Cy3wCEdu0sSN0GbNrgfn927gg0quc7GDAZJMuxHk12omS00ETAqAtgHICNQogJAP4O4HwpZZlu+VT1dWcog/u2SSn3ASgWQgxVo2NcA+C7cP9BkbBXU6nM7dHCcJn1Yc4cpO9DWqPpb/xa3tawfEbbxnXDFg0hzgKeEBElLNf5OCdOot1YhWwNhD5CVbJWliky7LQwtwbwnloJTgHwuZTyRyFEAYAMALPUH+diNSLGSACPCSGqAdQAuEVKeVTd1q0A3gVQF0qf52mIA2WVnsdFFVW1hsvsOByefsXRVFVbi7oxPBCEiIiCM/3OEWiVFR9jEWqML6sBi9TgQSLARoVZSpkPwCfauZSyq8nyXwH4ymTeMgCxl7jej5IKTxi3FJM2ee0P/rScJhEuUXhU1dQiIwwV5taN4uOkTESULHq2ynK6CLaFq4X5rV/DP7aHyCU5e8MHqFwX9/ies3wzKc3e4MmaFy8nqqpqiYwwZHP76Y4R/hciIiIyUFsbngrz7qMn/S9EFCRWmG3QJgpZUHAEt4/pZrm8DFOQuctPax+W7ZhRWphDPwSa1K8ThtIQEVEyClN9mSiiWGG24WSAaaPDFVNyyu/6RbRPVlVtLTLSvA8Bq+QsRERE4Taie3Oni0DkV/wlnXfA7PUH/C+kcSDAFNNWIjmEYffRkz6PsGolkGrzQwe0b4ysuhyFTEREwcvK5HWEYh9bmG34emVgGfBmbzgYts+OVLS2gyaV+kAGX1TV1KKO3do1ERGRiU9uGoqPbzo9pG08/bu+7tc/3H5mqEUi8sIKcwQ0DWOf3qqayHSR2Hm0zHB6ID0yqmpqkWYWNoSIiMimYV2a4YwuoXXNOLt3K/frvu0ahVokIi/skhEBs+4a6XQR/DpeVmU4PZAW5s0HSrD5QEm4ikRERBS0FMZhpghi82CYndm1OZo1yHC6GH6VapKxaHHMHxERxSNWlymSWGEOUYem3qlH0yLYp3f9Y2eHbVtmGQtPVgUWEeSMLs3CURwiIqKQiEgN+iECK8wBm3tPrtf7Zy/p5/U+PQyJQMzUqxO+HjTFFZ4W5jzN37TbpG+zmU7N64erSEREREFjjwyKJFaY/Vi397j7dd+2jXwqiPpKbKAxm51SUu6pMOdo/qal24/aWt+V/fCjJbvCWzAiIqIgCHbKoAhihdmPg8UV7td/NUiJnanLlLd425GIl8mOjftP4FuLcHjF5cqgv3p1Ug2nG7n3y9V4/Mf1AICSCuM+0ERERE5gjwyKJEbJ8EObCa9+hmd39WvXCPmFx5GR5l3hHN2zZdTKZmXCi78AABrXS0duD98yFastzA0zvQ+BrYdLTbf5+bJCAMBD5/ZCWUV8tKQTERERhYotzH60aVTX/bpPG09cx89uHoal94/1aWE+tUOTqJXNjuve+c1wenGF0pLcUJdhaWr+Plvbda1PRERElOhYYfajRo2z9u/LB6CupvtC3TqpaJmV6dPC3D9OgqUv33kMANBAbTX/16X9AfgOYjTD8HNERESULNglw4+aWqVmmGoy/DY9zXv6GV1Dy1QULQdOKH2zK6qV8HKntG4IwLfF2UU/mPGFWZsBAHeO6xapIhIREdmWkZaC64fn4MIBbZ0uCiUgtjD7sUXNZLdxX7Hh/HhPDV2idq1IcY+WMG46Hv70z17v52w8CIBRMoiIKDYIIfCP83qjf/vGTheFElB81/aiYMa6/QCAH/P3Gs5Pj2CiEq1rhnWMyHYz1S4lrvpyrUlXi6OllYbTD2miiBARERElIlaY/ahVO+ummMSriVZmoccu6BOR7WaogxZdfx/7JhMRERF5Y4XZj7GnKCHZrhjSweGSRMbgjk0BwB3uvdZGjblW0ww9olt89NkmIiIiChYrzH64wsr1apPlWBnaNq7rM+1ISfBdIapqat2vrzsjB4CnpdxOQpLNBz39ud+9fkjQ5SAiIiKKB6ww++FqS3UqgdAv947GT38Z4TP9yreW2N6G1LUauyJjAJ6wea4gIPd9vcbv9lxJUQDz6CFEREREiYIVZj+kwzXm9k3roVFd31BvG/cbR+0wUiuB3UfLcM6/f8GRkgrM33zIM0/tXmHVF7vgYEkAJSYiIiJKLIzD7EdFtRJ/WDjWxhy6HUdK8d7CHdiw7wR+WL0X+XuOu+e5uiNbNRR/v2pPhEtIREREFLvYwuyHq4vCyt3H/C576aB2kS5OULYcKEa1KwFLagpW7ipyz2uYqdwzpaV6DoVaXWw57TwiIiKiZMOakB/7jpcDAFbsLDJdZvI5PdEqKxPP2EwrHW1SAtXqQL/0FIGuLRu457VRBxRq+zmXVnoP/Pu14HAUSklEREQUm1hhtmn/iZOm824Z1QWL7x8blZjMnZvXD3idbtkNsHbPCQDKDUCdNN+vXTsuUDsoEADq1UkN+DOJiIiIEgUrzDZ1a9nQ6SIAAE7v3NT9Wt91wkUfFUNKYP0+pcL87zlbMDV/n8862tB1azR9nAG4K9t6aYyQQUREREmAFWY/OrdQWnTP7t3K4ZIoMtI8rb33fLHacBl97hGzVCTapCMpmsrvQl0XjMMmMZ+zszItSkpERESUGFhh9uPcvq0BABP6xEaFWevrlcbRKxZvP+L13ix7X7P6dQyn7zhSZjj9llFdvN6zqwYRERElA1aY/aiqlagTQ1EiRvVo4XeZwyWVXu/Nsl1fdppxuu9Z6w8YTr9gQBuv9yfKq/yWhYiIiCjexU5NMEZV19QiLTV2+uqO7tHS7zL/nr3Z671Zhbl1o8C6VOj7LBeX+0+jTURERBTvWGH2o6pGxtXgtvKqGmw9VAoAaKX2Mf614JDhsg0yA8tbow8CYpSBkIiIiCjR+K0wCyEyhRBLhRCrhRDrhBCPqtObCiFmCSG2qP830axznxCiQAixSQhxtmb6ICHEGnXeSyIacdhCVFVTi/QY6pKhlzN5Ksqratzvq2o8IeHqZSh9jF+Zu9Vw3cZ+KrzXvbMUOZOnms4f2rlZIEUlIiIiikt2aoIVAMZIKfsDGABgghBiKIDJAOZIKbsBmKO+hxCiF4DLAfQGMAHAq0II1+iw1wDcDKCb+m9C+P6UyKiukTHVJcPI7qOeQXo1mlBzR0uVvszHT3r3NR7QvjEA3wx+l5/W3ut93ibjlmmXh8/tFXBZiYiIiOKN3wqzVJSob9PVfxLABQDeU6e/B+BC9fUFAD6VUlZIKbcDKAAwRAjRGkCWlHKRVAIFv69ZJ2ZV1dYiLSV2W5gB4JLXF7lfV9V4KsxFZcaD8lbtLkK7JnV9pnfL9hdr2vvGoYlJlA0iIiKiRGKrE6vaQrwcQFcAr0gplwghsqWU+wBASrlPCOEajdYWwGLN6oXqtCr1tX660efdDKUlGtnZ2cjLy7P9B4VLSUkJXvpiNrbtrkZlRa0jZTDTo0kKNh3zdL04frLKXb4jJ2tN1vJWUV7u8zft3+OpYBv9vUuXLsXTI+riSLlEs0wRkX1SUlISU/s6GXCfO4P7Pfq4z53B/R593OfhZ6vCLKWsATBACNEYwDdCiD4Wixv1X5AW040+700AbwLA4MGDZW5urp1ihtXX03/G88uVdNg5zerBiTKYGTq8Bj0fmu41zVW+goMlwLx5AIDu2Q2w+UCJfnUAQP16dX3+phG1Ev9d8xMAYNSoUcD0n7zmjxt1Blo2jGyykry8vJja18mA+9wZ3O/Rx33uDO736OM+D7+A+hpIKYsA5EHpe3xA7WYB9f+D6mKFALSdYdsB2KtOb2cwPSaVanozmCXycEpmunnCkFW7i9yvzbpkAMZ/U6omGsib87d5zevYrF7EK8tEREREschOlIwWassyhBB1AYwDsBHA9wCuVRe7FsB36uvvAVwuhMgQQnSCMrhvqdp9o1gIMVSNjnGNZp2YU1xpllA6NvQw6W/cSpOuOqdZ/aC3/8HinV7vu7X017+ZiIiIKDHZaWFuDWCuECIfwG8AZkkpfwQwBcB4IcQWAOPV95BSrgPwOYD1AKYDuE3t0gEAtwJ4C8pAwK0ApoXxbwkrbbSJWJRiEhv665WebuK35HYOevva8HQAEMOR9YiIiIgiym8fZillPoCBBtOPABhrss4TAJ4wmL4MgFX/55jw7oLteH55hdPFsLRh3wmfaW/M24qvV+xxv+/TplHQ2z9U7P33C8Mu6ERERESJL7BUb0nikR/WO12EoDw1baPX+xYNM4Lelr6Bffvh0qC3RURERBTP+KA9QSihrT3un9gT4UykuOlAcdi2RURERBRPWGFOEDPW7fd6L2O7CzYRERFR3GCFOUGsLjzu9X5Mz5Y+y2RnBd9Fg4iIiChZscKcIF7L2+r1Pqe5b0i5b/5veLSKQ0RERJQwWGFOUOkGceDqahKeLL7PMMAJEREREemwwmzDiG7NnS5CWGSke77uVo2YtY+IiIjIDlaYbfhly2Gni+BX8wZ1/C6TkWaeUtufzgZdPIiIiIiSASvMcap7dgOv9ycra0yWVPx0xwikmmQH1LpoYFvD6ZW6zH9EREREyYIV5jg1OKcpAKC12rXCaJCf1pFST+a++nXMW5r1LdX/urQ/AOClK3ySPRIRERElBWb6M1AnLQWV1bHdonr/xFPQOisTZ/dphbNemI91e31TZWs1qpsOAHj1ylPRt615yuwUXSv0JYPa4dx+rZGZHnx3DiIiIqJ4xhZmA03qpXu9v3BAG4dKYq5BRhr+PLYb0gy6Wbx25ak+01LUrH8T+7ZG+6b1AvosVpaJiIgombGF2UCqJqX0lifOMayUxoqTVb59l1saJCixm/mvXRNPZXrHlElBl4uIiIgoUbCF2UC/do3dr9NTUyBE7FaYa2p9a8J1Uj0twv+9ZjDaNamL3m2ybG2vaT2lD/Oo7i3CU0AiIiKiOMcKs4FrzugIAMhMj/3d06u1b0U4Pc1TwR/fKxu//n2MT99kMy0aKq3T3Vo28LMkERERUXJglwwDh4qViBLlVbE98A8A0gwy+gkE3yI+pFNTvH3tYJyZIMlaiIiIiELFCrOBtXuOO12EkBw/WRXS+mNPyQ5TSYiIiIjiX+z3OXCAUattPGnftK7TRSAiIiJKGGxhNhBqC62TVj98FhrpwuIRERERUfDiuyk1QmI3JoZ/rCwTERERhRcrzAYuPrWt00UgIiIiohjBCrOBQR2bOl0EIiIiIooRrDATEREREVngoD8Tb4yvh9GjRjldDFtSU4Rhxj8iIiIiCh1bmE1kpArUSYuP3bP1yYlOF4GIiIgoYcVHjZCIiIiIyCGsMBMRERERWWCFmYiIiIjIAivMREREREQWWGEmIiIiIrLAsHIJ4sM/no5NB4qdLgYRERFRwmGFOUGc2a05zuzW3OliEBERESUcv10yhBDthRBzhRAbhBDrhBB/Uad/JoRYpf7bIYRYpU7PEUKc1Mx7XbOtQUKINUKIAiHES0IIEbG/jIiIiIgoDOy0MFcD+KuUcoUQoiGA5UKIWVLKy1wLCCGeA3Bcs85WKeUAg229BuBmAIsB/ARgAoBpwRaeiIiIiCjS/LYwSyn3SSlXqK+LAWwA0NY1X20l/j2AT6y2I4RoDSBLSrlISikBvA/gwuCLTkREREQUeUKpu9pcWIgcAPMB9JFSnlCnjQTwvJRysGaZdQA2AzgB4EEp5S9CiMEApkgpx6nLjQDwdynluQafczOUlmhkZ2cP+vTTT4P+A4NVUlKCBg0aRP1zkx33e/RxnzuD+z36uM+dwf0efdznwRk9evRyV31Wz/agPyFEAwBfAbjTVVlWXQHv1uV9ADpIKY8IIQYB+FYI0RuAUX9lw9q6lPJNAG8CwODBg2Vubq7dYoZNXl4enPjcZMf9Hn3c587gfo8+7nNncL9HH/d5+NmqMAsh0qFUlj+SUn6tmZ4G4GIAg1zTpJQVACrU18uFEFsBdAdQCKCdZrPtAOwN9Q8gIiIiIookO1EyBIC3AWyQUj6vmz0OwEYpZaFm+RZCiFT1dWcA3QBsk1LuA1AshBiqbvMaAN+F6e8gIiIiIooIO5n+hgO4GsAYTai4ieq8y+E72G8kgHwhxGoAXwK4RUp5VJ13K4C3ABQA2ApGyCAiIiKiGOe3S4aU8lcY9z+GlPI6g2lfQem+YbT8MgB9AisiEREREZFz7LQwExERERElLVaYiYiIiIgssMJMRERERGSBFWYiIiIiIgsBZfpzghDiEICdDnx0cwCHHfjcZMf9Hn3c587gfo8+7nNncL9HH/d5cDpKKVsYzYj5CrNThBDLzNIjUuRwv0cf97kzuN+jj/vcGdzv0cd9Hn7skkFEREREZIEVZiIiIiIiC6wwm3vT6QIkKe736OM+dwb3e/RxnzuD+z36uM/DjH2YiYiIiIgssIWZiIiIiMiKlDLkfwDaA5gLYAOAdQD+opnXFMAsAFvU/5uo05up65QAeFmzfEMAqzT/DgN40eRzBwFYA6AAwEvwtJiPBLACQDWASyzKnQHgM3X9JQBy1OkdASxXP38dgFtM1jf72+oAeEct22oAuQGub7hvDNbvA+AogEp12cmaeY8BKFPnrYjSfu+gbnslgHwAEwPZ7+q8pwGsVf9dZrL+per3UgtgsGa63f1muN/Vef0ALFK3vwZApsGx/ov6GRUANmr2bVN1m5UASgH8zl+5AFyhfk4+gOkAmge4z29Rp68C8CuAXibrm/4m1O9tJpTf73rt9+Fvn6vz7lPLtQnA2Saf/wiAPZrja6JmnuU+D/exHuB+fwLAbgAldo9h3XJ3q/s0H8AcKCGLAPvnmGfVYywfwDcAGqvTx6vrr1H/H2N2vKvL3wNAav9Of/sd4T/WL1P/jnUAnrEoq9mxfh2AQ5pj6EaT9U1/E+p3XQTgR4vPj8ixbrVvwnCsmx4PZvszgP0e6vV0gOY4y0eA53XdeaoEwD2BHOt29juCO9Yjuc87Qjlf5APIA9DOZH2r8/q1arm3ALjWZP2Q6jChnF+sPt/uby3a/8KzEaA1gFPV1w0BbIZ6kgLwDNQfPIDJAJ5WX9cHcCaUk5vVyWM5gJEm85YCGAZAAJgG4Bx1eo76Zb2vP4h06/8fgNfV15cD+ExzsGSorxsA2AGgjcH6Zn/bbQDeUV+3VP+GlADWt7tvXgHwkvr6YSgn2V7qv4MAHgDQCcARqBeoCO/3NwHcqr7uBWBHgPt9kvqjSVPLuQxAlsH6pwDoAeVEoq0w2/3bzPZ7GpQTVH/1fTMAqQbH+nvqeg2hXMDfUue9DWAflAvH0wCOAUg1K5f6eQfhObE/A+CRAPd5lmaZ8wFMN1k/Bya/CXU/jtcc7/UC2Oe9oJxQM9Rjbat+n6nLPQKDC52dfR7uYz3A/T5U/c71FWbDY9hg/dGu/QngVgR+jjkLQJr6+ml4jtWBruWhVLD2WBzv7QHMgBLPvrlmH0TzWG8GYBeAFur79wCMDfBYvw4Wv2vN+qa/CQBjAZwH6wpzpI71SJ7XTY8Hs/0ZwH7PQWjX0+4Auqmv26jHTWO7+10z/ysAXxjtWz/Hut/9juCO9Uju8y+gVnIBjAHwgcn6ht8NlIroNvX/JurrJgbrh1SHCeX84ufzbf3Wov0vLF0ypJT7pJQr1NfFUFqq2qqzL4ByIEL9/0J1uVIp5a8Ays22K4ToBuXL+sVgXmsoJ8ZFUtnD72u2vUNKmQ/lTtWKtmxfAhgrhBBSykopZYU6PQPmXVcM/zYoX/YctSwHobRoGMVDDHrfqMYBeEp9/V8A6VD2+wVQfoD/k1Juh3pXb3fbwe53KHeYWerrRgD2mnyE4X6Hst/mSSmrpZSlUH4wE/QrSyk3SCk3GUy3u9/MvrezAORLKVer2zsipazRfcY+KJWo99RjfTmAs9XZ50M5yVQAeBFKpWiIRbmE+q+++vdnwWCf+TnWT2gWrQ/lO/Bh9psQQvSCUiGbpS5XIqUsM1jfcJ9D2ZefSikr1GOtAMAQozKY8LvPVeE81m3td3Ubi9XvXM/sGNavP1ezPxcDaKdOt3WOkVLOlFJWG6y/UkrpKvM6AJlCiAyjbQB4AcC98D42on2sdwawWUp5SH0/G8Dv9AX1c36xxeo3IaWcA6DYz/oROdYjfF43PB7s7s8IX083Sym3qNvaC6XS75MYwmK/QwhxIZRK3zo/ZfA51u3s9yCP9Yjtc2jqEFBaxy8wKbfZd3M2gFlSyqNSymNQGqJ8rqUIvQ4DBHl+8fP5oV5XIiLsfZiFEDlQ7ryWqJOyXRcc9f+WAWzuCih3qUaVgLYACjXvC+GppNvVFsrjVqgXpeNQ7oQghGgvhMhX5z+t+WFomf1tqwFcIIRIE0J0gvLYpb263beEEIP9rG/KbH0oF936UPZ7WyitWq5521x/l03B7vdHAFwlhCgE8BOAP5ts32y/rwZwjhCinhCiOZTWufYBlNuUzf3eHYAUQswQQqwQQtxrtb56rPeC0kIIKBWv9ZrtpsHimJRSVkFpdVwDpcLWC0prhp7lsS6EuE0IsRXK3fodljvCV3cARUKIr4UQK4UQzwohUgNY3/1d6sum22cAcLsQIl8I8T8hRBPN59ve5+rrkI71APa7FdNzh4U/QmlFAmD7HKN1g3Z9jd8BWOmqgGv3mxDifCgtX6t160T1WIdywesphMgRQqRBuTAa/bb9ndd/px5DXwohTM8NIf4mzIR6rJsK87GuPR7sXicjej11EUIMgVLh3Gp3o0KI+gD+DuBRg3l2jnWrbYfrWA/3Pl8Nzw3lRQAaCiECuYabHqs6IdVhwnV+Mfh8u+WPqrBWmIUQDaA8NrlTd5cfrMsBfGL2cQbTDFvXLJhuQ0q5W0rZD0BXANcKIbID2O7/oHzBy6DckS6E0scIUsobpZTLAiynp3AG62v2e5m6343+rkAEu9+vAPCulLIdgIkAPhBCGB1jhtuQUs6EUtFeqH7+Iqj7LVQ293salEd3V6r/XySEGGu0vvZY9/fRZjOEEOlQKm4DoTyqzIfSb8tnUavtSilfkVJ2gXJRedBPefTSAIyA0gftNCgtgdcFsL7Vb0i7z14D0AVKf8Z9AJ7TfL6tfQ6E51gPYL9bbsZgmtV3fRWUFppn3QsHcI4RQjwA5bfwkW56byiPif+k2e6NUsplQoh6UB7fP2ywyage62or161Q+rj+AqULitFv22q//gClX2w/KC3U7xks6/q8UH4TZkI91k2F61g3OB7sHqcRvZ6qZWsN4AMA10sp/bVWaz0K4AUpZYnPxu0d66bCcaxHaJ/fA2CUEGIlgFFQ+sQHci0M9fv0W4cJ1/klQuWPiLBVmNWL0FcAPpJSfq2ZdUD9obh+MAdtbq8/lEfFy9X3qUKIVeq/x6B8me00q7SDeRcA1zafcG1DnVQIz11TGpRuBEe166itPuugVCr0DP82qXQpuEtKOUBKeQGAxlA6tdtaPwAH1FaWrwB8D+VH5fq7ylzbhlIJOmJngyHu9z8C+BwApJSLAGQCaB7IfpdSPqHut/FQfjRG+y1UZvu9EEqXkMNSeYz+E4BTjdaHcvH+CEql3rX+CSgtE67tVsP6mBwAAFLKrWpr/ucAzgjhWP8U6iMtg31uphBKy8g2tVXoW5O/2Wp9bUufYdmklAeklDXqhfK/8Dxes73Pw3isD1DL5G+/WzE8ho32uxBiHJQLy/nS0w3Dzc85BkKIawGcC+BK7VMfIUQ7KAMBr5FSGrXYdYHS/2+1EGIHlO9mhRCiFaJ/rENK+YOU8nQp5TAoA3m2BHKsS+Wxrmv//RdKq5e/Y939mwiDUI91u4I61k2OB8P9Ge3rqRAiC8BUAA9KKRfb2w1upwN4Rj2G7wRwvxDidt0yVse6XQEf65Ha51LKvVLKi6WUA6GcOyClPB7ged3vsYrQ6jBhOb9YXIvtlD+qwlJhFkIIKI80N0gpn9fN/h7KaE2o/39nc7NXQNPKqZ6ABqj/Hlab74uFEEPVz7/G37allA+4tmFQtksA/CyllEKIdkKIuurf1gTAcCgneD3Dv00oXQrqq6/HA6iWUq63u34AvlfX2QBlZO93mukSwA1CeZzSD2pF1oZQ9vsuKINqIIQ4BUqF+VAA+z1VqI+dhBD91HLPDGB/2GW232cA6Kd+f2lQ7uy9vjf1b64GkK4e69r1fwBwvVD6kt4JoArKoA4zewD0EkK4+vONh/Ibsr3PhdLf3GUS1JOawT438xuAJpoyjNH/zX58D+ByofTd6wSgGwz+Zs1FHlAeMa5VX/vd55rPCdexbmu/+9mG4TGs3+9CiIEA3oBSWXbfENs9xwghJkBpJT1favqWCyEaQ6mA3CelXGBUQCnlGillSylljpQyB8pF6FQp5X5E/1iHEKKl5u/9PyiDqgI51rXH0PlQjgWfY93sNxEGoR7rgXxOQMe62fFgtj+jfD2tA6VS+b6U8osA9wWklCM0x/CLAJ6UUr6sW8bqWPcrmGM9kvtcCNFceJ7O3gelxTeQ8/oMAGcJIZqov7ez1Gl6QddhQj2/WH0+bP7Wok6GYeQglCZ3CeXR5ir4htKZA+WkNQdAU816O6DcgZZA2dna8D/bAPT087mDoZyMtgJ4GXCHZDlN3V4plDvwdSbrZ0IZjVoA5cvorE4fr/4tq9X/bzZZ3/BvgzJydROUE95sqKGk1HlvQR0BHMy+0a0/Ud3vFVAGsqzR7Pd/whN+aFWU9nsvAAvU/bYKwFkB7vdMKD+q9VAGOA0wWf8itdwVUFoFZgS436z2+1VQWvvWQhP6yrU+PMd6sWa//16z3a3whB+61Ea5blGPk3woJ+ZmAe7zf6vlXQVlcEhvk/VNfxPwHO9rALwLoE6A+/wBtVyboBkNrtvnH8ATxu17AK3t7vNIHOsB7Pdn1PVq1f8fsTqGDdafre6vVeq/7wM8xxRA6cvnWt8VheBB9btcpfnXUr/fdNvaAe+wT9E+1j+B5/d9eRDnl6fU8q6Gcqwbnqdg8ZuA0h3kEICTatl8wlUhsse62b4J6Vj3czwY7s8A9nuo19OroFQytWXzObdb7XfNMo9AEyUD9o91y/2OII71CO/zS6BcnzarZcwI4rx+g/pdFEDpBhP2Okwo5xerz7f6rTn5j5n+iIiIiIgshD1KBhERERFRImGFmYiIiIjIAivMREREREQWWGEmIiIiIrLACjMRERERkQVWmImIokwI0VgI8X/q6zZCiC/DtN1bhBDXBLhOnvBO60xERDoMK0dEFGVCiBwAP0op+8RAWfKgxLb1l66WiChpsYWZiCj6pgDooqa5/UIIsRYAhBDXCSG+FUL8IITYLoS4XQhxtxBipRBisRCiqbpcFyHEdCHEciHEL0KInur0R4QQ96iv84QQTwshlgohNgshRqjT6wohPhVC5AshPgNQ11UoIcRZQohFQogVarkaCCE6CiG2uLKPqZ93VrR3GBGRk1hhJiKKvskAtkolxe3fdPP6APgDgCEAngBQJqUcCGARlPS5APAmgD9LKQcBuAfAqyafkyalHAIlpe8/1Gm3qtvsp25/EKCk44WSvWyclPJUAMsA3C2l3AngaQCvA/grgPVSykikrCciillpTheAiIi8zJVSFgMoFkIch5K6G1BSJPcTQjQAcAaAL4QQrnUyTLb1tfr/cijpbgFgJICXAEBKmS+EyFenD4Wa3l7dbh0olXRIKd8SQlwKJaX4gBD/PiKiuMMKMxFRbKnQvK7VvK+Fcs5OAVCktk7b3VYNvM/3RoNXBIBZUsorfGYIUQ9AO/VtAwDFNj6biChhsEsGEVH0FQNoGMyKUsoTALarLb4Qiv4BbGI+gCvVdfsA6KdOXwxguBCiqzqvnhCiuzrvaQAfAXgYwH+DKTcRUTxjhZmIKMqklEegdH1YC+DZIDZxJYA/CiFWA1gH4IIA1n0NQAO1K8a9AJaqZToE4DoAn6jzFgPoKYQYBeA0AE9LKT8CUCmEuD6IMhMRxS2GlSMiIiIissAWZiIiIiIiC6wwExERERFZYIWZiIiIiMgCK8xERERERBZYYSYiIiIissAKMxERERGRBVaYiYiIiIgssMJMRERERGTh/wF/09OEncKLNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "df.close.plot()\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# calculate indicators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:22.088631Z",
     "start_time": "2021-07-11T13:09:22.068462Z"
    }
   },
   "outputs": [],
   "source": [
    "def sma(price, lookback=10, return_multiple=True):     \n",
    "    sma_value = price.rolling(window=lookback).mean()\n",
    "    sma_trend = (price / sma_value - 1).fillna(0)\n",
    "    if return_multiple:\n",
    "        return sma_trend, sma_value\n",
    "    else:\n",
    "        return sma_trend\n",
    "\n",
    "def bollinger_bands(price, lookback=10, return_multiple=True):\n",
    "    rolling_std = price.rolling(window=lookback).std()\n",
    "    mid_line = price.rolling(window=lookback).mean()\n",
    "    upper_band = mid_line + 2 * rolling_std\n",
    "    lower_band = mid_line - 2 * rolling_std\n",
    "    bbp = ((price - lower_band) / (upper_band - lower_band) - 0.5).fillna(0)\n",
    "    bbp[bbp==np.inf] = 0\n",
    "    bbp[bbp==-np.inf] = 0\n",
    "    if return_multiple:\n",
    "        return bbp, mid_line, upper_band, lower_band\n",
    "    else:\n",
    "        return bbp\n",
    "\n",
    "def momentum(price, lookback=10):\n",
    "    return price.pct_change(lookback).fillna(0)\n",
    "    \n",
    "def macd(price, lookback1=12, lookback2=26, lookback3=9, return_multiple=True): \n",
    "    ma1 = price.ewm(span=lookback1, adjust=False).mean()\n",
    "    ma2 = price.ewm(span=lookback2, adjust=False).mean()\n",
    "    dif = ma1 - ma2\n",
    "    dea = dif.ewm(span=lookback3, adjust=False).mean().fillna(0)\n",
    "    macd = dif - dea\n",
    "    if return_multiple:\n",
    "        return macd, ma1, ma2\n",
    "    else:\n",
    "        return macd\n",
    "    \n",
    "def obv(price, volume, lookback=10):\n",
    "    dif = price.diff()\n",
    "    vols = volume.copy()\n",
    "    vols[dif < 0] = -vols[dif < 0]\n",
    "    vols[dif == 0] = 0\n",
    "    obv = vols.ewm(span=lookback, adjust=False).mean()\n",
    "    return normalize(obv, lookback).fillna(0)\n",
    "    \n",
    "def normalize(signal, window):\n",
    "    return signal.rolling(window=window).mean() / signal.rolling(window=window).std()\n",
    "\n",
    "\n",
    "def plot_sma_trend(price, sma_signal, sma_trend_signal):\n",
    "    fig, [ax1, ax2] = plt.subplots(2, 1, sharex='all', figsize=(12, 9))\n",
    "    x = sma_signal.index\n",
    "    ax1.plot(price.values, label=\"Price (Adj Close)\")\n",
    "    ax1.plot(sma_signal.values, label=\"SMA\")\n",
    "    ax1.grid(True)\n",
    "    ax1.legend(loc='lower right')\n",
    "    ax1.set_title('SMA')\n",
    "\n",
    "    ax2.plot(sma_trend_signal.values, label=\"Price/SMA-1\")\n",
    "    ax2.grid(True)\n",
    "    ax2.legend(loc='lower right')\n",
    "    ax2.set_title('SMA Trend')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('Indicator')\n",
    "\n",
    "def plot_bb(price, bbp, mid_line, upper_band, lower_band):\n",
    "    fig, [ax1, ax2] = plt.subplots(2, 1, sharex='all', figsize=(12, 9))\n",
    "    x = price.index\n",
    "    ax1.plot(price.values, label=\"Price (Adj Close)\")\n",
    "    ax1.plot(mid_line.values, label=\"Mid Line\")\n",
    "    ax1.plot(upper_band.values, label=\"Upper Band\")\n",
    "    ax1.plot(lower_band.values, label=\"Lower Band\")\n",
    "    ax1.grid(True)\n",
    "    ax1.legend(loc='lower right')\n",
    "    ax1.set_title('Bollinger Bands')\n",
    "\n",
    "    ax2.plot(bbp.values, label=\"Bollinger Bands %\")\n",
    "    ax2.grid(True)\n",
    "    ax2.legend(loc='lower right')\n",
    "    ax2.set_title('Bollinger Bands %')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('Indicator')\n",
    "\n",
    "def plot_momentum(price, momentum_signal):\n",
    "    fig, [ax1, ax2] = plt.subplots(2, 1, sharex='all', figsize=(12, 9))\n",
    "    x = price.index\n",
    "    ax1.plot(price.values, label=\"Price (Adj Close)\")\n",
    "    ax1.grid(True)\n",
    "    ax1.legend(loc='lower right')\n",
    "    ax1.set_title('Price')\n",
    "\n",
    "    ax2.plot(momentum_signal.values, label=\"Momentum\")\n",
    "    ax2.grid(True)\n",
    "    ax2.legend(loc='lower right')\n",
    "    ax2.set_title('Momentum')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('Indicator')\n",
    "    \n",
    "\n",
    "def plot_macd(price, macd_signal, ema1, ema2):\n",
    "    fig, [ax1, ax2, ax3] = plt.subplots(3, 1, sharex='all', figsize=(12, 9))\n",
    "    x = price.index\n",
    "    ax1.plot(price.values, label=\"Price (Adj Close)\")\n",
    "    ax1.grid(True)\n",
    "    ax1.legend(loc='lower right')\n",
    "    ax1.set_title('Price')\n",
    "\n",
    "    ax2.plot(ema1.values, label=\"EMA1\")\n",
    "    ax2.plot(ema2.values, label=\"EMA2\")\n",
    "    ax2.grid(True)\n",
    "    ax2.legend(loc='lower right')\n",
    "    ax2.set_title('EMA')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('EMA')\n",
    "\n",
    "    ax3.plot(macd_signal.values, label=\"MACD\")\n",
    "    ax3.grid(True)\n",
    "    ax3.legend(loc='lower right')\n",
    "    ax3.set_title('MACD')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('Indicator')\n",
    "\n",
    "def plot_obv(price, volume, obv_signal):\n",
    "    fig, [ax1, ax2] = plt.subplots(2, 1, sharex='all', figsize=(12, 9))\n",
    "    x = price.index\n",
    "    ax1.plot(price.values, label=\"Price (Adj Close)\")\n",
    "    ax1.grid(True)\n",
    "    ax1.legend(loc='lower right')\n",
    "    ax1.set_title('Price')\n",
    "    \n",
    "    ax2.plot(obv_signal.values, label=\"OBV\")\n",
    "    ax2.grid(True)\n",
    "    ax2.legend(loc='lower right')\n",
    "    ax2.set_title('OBV')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('Indicator')\n",
    "\n",
    "def get_action_signals(signal, upper_limit, lower_limit):\n",
    "    action = pd.Series(index=signal.index)\n",
    "    action[(signal.shift(1) < upper_limit) & (signal >= upper_limit)] = 1\n",
    "    action[(signal.shift(1) > lower_limit) & (signal <= lower_limit)] = -1\n",
    "    return action.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:23.523351Z",
     "start_time": "2021-07-11T13:09:22.091436Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_length = 1000\n",
    "\n",
    "price_ = price.iloc[:show_length]\n",
    "volume_ = volume.iloc[:show_length]\n",
    "\n",
    "# indicator 1: sma trend\n",
    "sma_trend_signal, sma_signal = sma(price_, lookback=10)\n",
    "plot_sma_trend(price_, sma_signal, sma_trend_signal)\n",
    "\n",
    "# indicator 2: bollinger band\n",
    "bbp, mid_line, upper_band, lower_band = bollinger_bands(price_, lookback=10)\n",
    "plot_bb(price_, bbp, mid_line, upper_band, lower_band)\n",
    "\n",
    "# indicator 3: momentum\n",
    "momentum_signal = momentum(price_, lookback=10)\n",
    "plot_momentum(price_, momentum_signal)\n",
    "\n",
    "# indicator 4: macd\n",
    "macd_signal, ema1, ema2 = macd(price_, lookback1=12, lookback2=26, lookback3=9)\n",
    "plot_macd(price_, macd_signal, ema1, ema2)\n",
    "\n",
    "# indicator 5: obv\n",
    "obv_signal = obv(price_, volume_, lookback=10)\n",
    "plot_obv(price_, volume_, obv_signal)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## calculate indicator for all data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:23.928885Z",
     "start_time": "2021-07-11T13:09:23.525221Z"
    }
   },
   "outputs": [],
   "source": [
    "sma_trend_signal, sma_signal = sma(price, lookback=10)\n",
    "bbp, mid_line, upper_band, lower_band = bollinger_bands(price, lookback=10)\n",
    "momentum_signal = momentum(price, lookback=10)\n",
    "macd_signal, ema1, ema2 = macd(price, lookback1=12, lookback2=26, lookback3=9)\n",
    "obv_signal = obv(price, volume, lookback=10)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## calculate action signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:24.106579Z",
     "start_time": "2021-07-11T13:09:23.930749Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x223a33bbf70>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sma_trend_action = get_action_signals(sma_trend_signal, upper_limit=0.02, lower_limit=-0.02)\n",
    "bb_action = get_action_signals(bbp, upper_limit=0.3, lower_limit=-0.3)\n",
    "momentum_action = get_action_signals(momentum_signal, upper_limit=0.1, lower_limit=-0.1)\n",
    "macd_action = get_action_signals(macd_signal, upper_limit=0.5, lower_limit=-0.5)\n",
    "obv_action = get_action_signals(obv_signal, upper_limit=1, lower_limit=-1)\n",
    "\n",
    "plt.plot(obv_action.values[:100])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calulation holding strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:24.115914Z",
     "start_time": "2021-07-11T13:09:24.108435Z"
    }
   },
   "outputs": [],
   "source": [
    "def sample_to_daily( df, mode, tradingdays):\n",
    "    df.index = tradingdays\n",
    "    if mode == 'end':\n",
    "        df_daily = df.groupby(level=0).last()\n",
    "    elif mode == 'sum':\n",
    "        df_daily = df.groupby(level=0).sum()\n",
    "    else:\n",
    "        raise KeyError('Unkonw sample method.')\n",
    "    return df_daily\n",
    "\n",
    "def get_bkt_result(action, slippage=0):\n",
    "    action[action==0] = np.nan\n",
    "    position = action.fillna(method='ffill').fillna(method='bfill')\n",
    "    \n",
    "    pnl = (position * price.diff().shift(-1)).fillna(0) - position.diff().abs().fillna(0) * price * slippage\n",
    "\n",
    "    bkt = pd.DataFrame()\n",
    "    bkt['price'] = price\n",
    "    bkt['price_diff'] = price.diff().shift(-1)\n",
    "    bkt['position'] = position\n",
    "    bkt['pnl'] = pnl\n",
    "    bkt['cum pnl'] = pnl.cumsum()\n",
    "    bkt.index = pd.to_datetime(bkt.index)\n",
    "    bkt['date'] = bkt.index.date\n",
    "\n",
    "    bkt_daily = pd.DataFrame()\n",
    "    bkt_daily['price'] = sample_to_daily(bkt['price'], 'end', bkt['date'])\n",
    "    bkt_daily['position'] = sample_to_daily(bkt['position'], 'end', bkt['date'])\n",
    "    bkt_daily['pnl'] = sample_to_daily(bkt['pnl'], 'sum', bkt['date'])\n",
    "    bkt_daily['cum pnl'] = bkt_daily['pnl'].cumsum()\n",
    "\n",
    "    return bkt_daily\n",
    "\n",
    "def sharpe_ratio(pnl):\n",
    "    return 16 * pnl.mean() / pnl.std()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## OBV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:24.922415Z",
     "start_time": "2021-07-11T13:09:24.116856Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "obv_action[obv_action==0] = np.nan\n",
    "position = obv_action.fillna(method='ffill').fillna(method='bfill')\n",
    "bkt_obv = get_bkt_result(obv_action)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.grid(True)\n",
    "# plt.plot(position.values[:100])\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "bkt_obv['cum pnl'].plot()\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:25.629845Z",
     "start_time": "2021-07-11T13:09:24.924290Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bkt_sma = get_bkt_result(-sma_trend_action)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "bkt_sma['cum pnl'].plot()\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-08T16:26:27.202111Z",
     "start_time": "2021-07-08T16:26:27.198373Z"
    }
   },
   "source": [
    "## Bollinger Bands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:26.330622Z",
     "start_time": "2021-07-11T13:09:25.631709Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bkt_bb = get_bkt_result(-bb_action, slippage=0.0000)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "bkt_bb['cum pnl'].plot()\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:27.037937Z",
     "start_time": "2021-07-11T13:09:26.332493Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bkt_bb = get_bkt_result(-bb_action, slippage=0.0001)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "bkt_bb['cum pnl'].plot()\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prediction with models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:28.054647Z",
     "start_time": "2021-07-11T13:09:27.039807Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:28.194864Z",
     "start_time": "2021-07-11T13:09:28.056518Z"
    }
   },
   "outputs": [],
   "source": [
    "# foward return\n",
    "y = price.pct_change(100).shift(100).fillna(0)\n",
    "    \n",
    "x1 = sma_trend_signal\n",
    "x2 = bbp\n",
    "x3 = obv_signal\n",
    "X = pd.concat([x1, x2, x3, x1*x2, x2*x3, x1*x3, x1**2, x2**2, x3**2], axis=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## overfitting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### linear regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:28.299558Z",
     "start_time": "2021-07-11T13:09:28.195800Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0016798335379036855\n",
      "[-1.74021618e-01  9.14542013e-04  1.97261878e-04 -3.02001401e-01\n",
      " -1.61215003e-04  3.82556655e-02  6.99851997e-02  1.02945335e-03\n",
      "  8.96498266e-06]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.0003117960105194736"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X, y)\n",
    "print(reg.score(X, y))\n",
    "print(reg.coef_)\n",
    "\n",
    "y_hat = reg.predict(X)\n",
    "y_signal = pd.Series(y_hat, index=price.index)\n",
    "np.std(y_hat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:30.726682Z",
     "start_time": "2021-07-11T13:09:28.301428Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sharpe Ratio: 0.05\n",
      "Sharpe Ratio: -0.01\n",
      "Sharpe Ratio: -0.08\n",
      "Sharpe Ratio: -0.27\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "std_multiple = 3\n",
    "y_action = get_action_signals(y_signal, upper_limit=std_multiple*np.std(y_hat), lower_limit=-std_multiple*np.std(y_hat))\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "for slippage in [0, 0.0001, 0.0002, 0.0005]:\n",
    "    bkt_y = get_bkt_result(y_action, slippage=slippage)    \n",
    "    bkt_y['cum pnl'].plot()\n",
    "    print(f'Sharpe Ratio: {sharpe_ratio(bkt_y[\"pnl\"]):.2f}')\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### decision tree regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:46.264835Z",
     "start_time": "2021-07-11T13:09:30.727618Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.007605887118666839"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = DecisionTreeRegressor().fit(X, y)\n",
    "y_hat = reg.predict(X)\n",
    "y_signal = pd.Series(y_hat, index=price.index)\n",
    "np.std(y_hat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T13:09:48.675402Z",
     "start_time": "2021-07-11T13:09:46.267623Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sharpe Ratio: 0.53\n",
      "Sharpe Ratio: 0.51\n",
      "Sharpe Ratio: 0.49\n",
      "Sharpe Ratio: 0.44\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "std_multiple = 3\n",
    "y_action = get_action_signals(y_signal, upper_limit=std_multiple*np.std(y_hat), lower_limit=-std_multiple*np.std(y_hat))\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "for slippage in [0, 0.0001, 0.0002, 0.0005]:\n",
    "    bkt_y = get_bkt_result(y_action, slippage=slippage)    \n",
    "    bkt_y['cum pnl'].plot()\n",
    "    print(f'Sharpe Ratio: {sharpe_ratio(bkt_y[\"pnl\"]):.2f}')\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
